{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "from __future__ import division\n",
    "import numpy as np\n",
    "import deltasigma as ds\n",
    "from scipy.signal import lti, ss2zpk, lfilter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# MASH 2-2 cascade\n",
    "## Introduction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will simulate here a 2-2 MASH cascade.\n",
    "\n",
    "The example is taken from Richard Schreier. The package used here -- `python-deltasigma` -- is a port of R. Schreier's MATLAB Delta-Sigma toolbox, available at: http://www.mathworks.com/matlabcentral/fileexchange. The credit goes to him for all algorithms employed."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Modulator description"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Each modulator in the cascade is described by the ABCD matrix:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ABCD1 = [[1., 0., 1., -1.],\n",
    "         [1., 1., 0., -2.],\n",
    "         [0., 1., 0., 0.]]\n",
    "ABCD1 = np.array(ABCD1, dtype=np.float32)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Each quantizer has 9 levels.\n",
    "\n",
    "We need to describe the modulator in terms of its ABCD matrix:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ABCD = [[1, 0, 0, 0, 1, -1, 0],\n",
    "        [1, 1, 0, 0, 0, -2, 0],\n",
    "        [0, 1, 1, 0, 0, 0, -1],\n",
    "        [0, 0, 1, 1, 0, 0, -2],\n",
    "        [0, 1, 0, 0, 0, 0, 0],\n",
    "        [0, 0, 0, 1, 0, 0, 0]]\n",
    "ABCD = np.array(ABCD, dtype=np.float_)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The modulator will have two quantizer, each of them having 9 levels, or slightly more than 3 bit. For this reason `nlev` is set to an array."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "nlev = [9, 9]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Transfer functions\n",
    "\n",
    "We can now calculate the transfer functions associated with the modulator.\n",
    "\n",
    "Notice there will be 6 of them, **4 NTFs**:\n",
    "\n",
    "1. $NTF_{0,0}$: from the quantization noise injected by the 1st quantizer, to the output of the 1st DSM.\n",
    "2. $NTF_{1,0}$: from the quantization noise injected by the 1st quantizer, to the output of the 2nd DSM.\n",
    "3. $NTF_{1,1}$: from the quantization noise injected by the 2nd quantizer, to the output of the 2nd DSM.\n",
    "4. $NTF_{0,1}$: Theoretically it also exists a transfer function from the quantization noise injected by the 2nd quantizer, to the output of the 1st DSM. Since the signal connections between the blocks are unidirectional, the noise added downstream cannot affect the signals upstream, and this transfer function will be null.\n",
    "\n",
    "And **2 STFs**:\n",
    "\n",
    "1. $STF_0$: From the signal input to the output of the 1st DSM.\n",
    "2. $STF_1$: From the signal input to the output of the 2nd DSM."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "//anaconda/lib/python2.7/site-packages/scipy/signal/filter_design.py:1055: BadCoefficients: Badly conditioned filter coefficients (numerator): the results may be meaningless\n",
      "  \"results may be meaningless\", BadCoefficients)\n"
     ]
    }
   ],
   "source": [
    "k = [1., 1.]\n",
    "ntfs, stfs = ds.calculateTF(ABCD, k)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Noise transfer to the first output "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NTF_00:\n",
      "\n",
      " (z - 1)^2 \n",
      "-----------\n",
      "    z^2    \n"
     ]
    }
   ],
   "source": [
    "print \"NTF_00:\\n\"\n",
    "print ds.pretty_lti(ntfs[0, 0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NTF_01:\n",
      "\n",
      "0\n"
     ]
    }
   ],
   "source": [
    "print \"NTF_01:\\n\"\n",
    "print ds.pretty_lti(ntfs[0, 1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Noise transfer to the second output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NTF_10:\n",
      "\n",
      "    (z - 0.5) \n",
      "-2 -----------\n",
      "       z^4    \n"
     ]
    }
   ],
   "source": [
    "print \"NTF_10:\\n\"\n",
    "print ds.pretty_lti(ntfs[1, 0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NTF_11:\n",
      "\n",
      " (z - 1)^2 \n",
      "-----------\n",
      "    z^2    \n"
     ]
    }
   ],
   "source": [
    "print \"NTF_11:\\n\"\n",
    "print ds.pretty_lti(ntfs[1, 1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### NTF pole-zero plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10b40fe50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(20, 6))\n",
    "subplot(131)\n",
    "title(\"$NTF_{0,0}$\")\n",
    "ds.plotPZ(ntfs[0, 0], showlist=True)\n",
    "subplot(132)\n",
    "title(\"$NTF_{1,0}$\")\n",
    "ds.plotPZ(ntfs[1, 0], showlist=True)\n",
    "subplot(133)\n",
    "title(\"$NTF_{1,1}$\")\n",
    "ds.plotPZ(ntfs[1, 1], showlist=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Signal transfer functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "STF_0:\n",
      "\n",
      "  1  \n",
      "-----\n",
      " z^2 \n",
      "\n",
      "\n",
      "STF_1:\n",
      "\n",
      "  1  \n",
      "-----\n",
      " z^4 \n"
     ]
    }
   ],
   "source": [
    "print \"STF_0:\\n\"\n",
    "print ds.pretty_lti(stfs[0])\n",
    "print \"\\n\\nSTF_1:\\n\"\n",
    "print ds.pretty_lti(stfs[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### STF pole-zero plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10b40f9d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(13, 4))\n",
    "subplot(121)\n",
    "title(\"$STF_{0}$\")\n",
    "ds.plotPZ(stfs[0], showlist=True)\n",
    "subplot(122)\n",
    "title(\"$STF_{1}$\")\n",
    "ds.plotPZ(stfs[1], showlist=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##Compensation of the quantization noise\n",
    "\n",
    "Overall, the outputs $V_1$ and $V_2$ are given by:\n",
    "\n",
    "$$V_1 = u\\,z^{-2}+(1 - z^{-1})^2\\,e_1$$ \n",
    "\n",
    "$$V_2 = u\\, z^{-4} -2 (1 - 0.5z^{-1})\\,z^{-3}\\,e_1 +(1 - z^{-1})^2\\,e_2 $$\n",
    "\n",
    "It can be shown that, combining $V_1$ and $V_2$, multipliying each of them repectively by:\n",
    "\n",
    "$$M_1 = z^{-3} - 2z^{-4}$$\n",
    "\n",
    "and\n",
    "\n",
    "$$M_2 = (1 - z^{-1})^2 $$\n",
    "\n",
    "and then summing the result, gives an overall output $V_{OUT}$ with expression:\n",
    "\n",
    "$$V_{TOT} = M_1V_1 + M_2V_2 = u\\,z^{-4} + (1 - z^{-1})^4e_2.$$\n",
    "\n",
    "The terms in $e_1$ do not appear in the above equation as they cancel out, the second modulator allows for the compensation of the quantization noise introduced by the first. Overall, as it can be seen by the above equation, the system provides fourth order noise shaping by employing two second order DS loops.\n",
    "\n",
    "We briefly verify that numerically:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The quantization noise cancels out: True\n"
     ]
    }
   ],
   "source": [
    "def zpk_multiply(a, b):\n",
    "    za, pa, ka = ds._utils._get_zpk(a)\n",
    "    zb, pb, kb = ds._utils._get_zpk(b)\n",
    "    pa = pa.tolist() if hasattr(pa, 'tolist') else pa\n",
    "    pb = pb.tolist() if hasattr(pb, 'tolist') else pb\n",
    "    za = za.tolist() if hasattr(za, 'tolist') else za\n",
    "    zb = zb.tolist() if hasattr(zb, 'tolist') else zb\n",
    "    return ds.cancelPZ((za+zb, pa+pb, ka*kb))\n",
    "\n",
    "v1n = zpk_multiply(ntfs[0, 0], ([2, -1], [1, 0, 0, 0, 0]))\n",
    "v2n = zpk_multiply(ntfs[1, 0], ([1, 1], [0, 0], 1))\n",
    "ntf_eq = zpk_multiply(ntfs[1, 1], ntfs[1, 1])\n",
    "# compute v1n/v2n and check that it is equal to -1\n",
    "res = zpk_multiply(v1n, (ds._utils._get_zpk(v2n)[1], ds._utils._get_zpk(v2n)[0], 1./ds._utils._get_zpk(v2n)[2]))\n",
    "print \"The quantization noise cancels out: %s\" % (int(ds.pretty_lti(res)) == -1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The improvement in the NTF of the cascaded system may be better visualized plotting the spectras:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d6cbcd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(16, 6))\n",
    "subplot(121)\n",
    "ds.figureMagic(name='$NTF_{0,0} = NTF_{1,1}$')\n",
    "ds.PlotExampleSpectrum(ntfs[1, 1], M=31)\n",
    "ylabel('dBFS/NBW')\n",
    "subplot(122)\n",
    "ds.figureMagic(name='$M_1NTF_{0,0}+M_2\\left(NTF_{1,0} + NTF_{1,1}\\\\right) = NTF_{0,0}^2$')\n",
    "ds.PlotExampleSpectrum(ntf_eq, M=31)\n",
    "#ds.PlotExampleSpectrum(ntfs[0, 0], M=31)\n",
    "tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Numerical simulation of the 2-2 cascade and SNR improvement"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Previously we simulated the NTF of a single modulator and the *expected* equivalent NTF when the two outputs are filtered and combined. Here we simulate the cascade of modulators with the ABCD matrix, computing their outputs $v_1$ and $v_2$, which are then numerically filtered and combined. Lastly, we check that the SNR improvement is as expected.\n",
    "\n",
    "Notice we needed to scale down the amplitude of the input sine since a sine wave at -3dBFS was pushing the modulator to instability."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The filtering transfer functions $M_1$ and $M_2$ need to be expressed in terms of coefficients of $z^{-1}$ to be passed to `scipy`'s `lfilter`.\n",
    "\n",
    "The coefficients are:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "filtM1 = [0., 0., 0., 2., -1.]\n",
    "filtM2 = [1., -2., 1.]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d31d9d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(16, 6))\n",
    "M = nlev[0] - 1\n",
    "osr = 64\n",
    "f0 = 0.\n",
    "f1, f2 = ds.ds_f1f2(OSR=64, f0=0., complex_flag=False)\n",
    "delta = 2\n",
    "Amp = ds.undbv(-3) # Test tone amplitude, relative to full-scale.\n",
    "f = 0.3 # will be adjusted to a bin\n",
    "N = 2**12\n",
    "f1_bin = np.round(f1*N)\n",
    "f2_bin = np.round(f2*N)\n",
    "fin = np.round(((1 - f)/2*f1 + (f + 1)/2*f2) * N)\n",
    "# input sine\n",
    "t = np.arange(0, N).reshape((1, -1))\n",
    "u = Amp*M*np.cos((2*np.pi/N)*fin*t)\n",
    "# simulate! don't forget to pass a list (or tuple or ndarray)\n",
    "# as nlev value or the simulation will not be aware of the\n",
    "# multiple quantizers\n",
    "vx, _, xmax, y = ds.simulateDSM(u, ABCD, nlev=nlev)\n",
    "# separate output #1 and output #2\n",
    "v1 = vx[0, :]\n",
    "v2 = vx[1, :]\n",
    "# filter and combine\n",
    "vf = lfilter(filtM1, [1.], v1) + lfilter(filtM2, [1.], v2)\n",
    "# compute the spectra\n",
    "window = ds.ds_hann(N)\n",
    "NBW = 1.5/N\n",
    "spec0 = np.fft.fft(vf*window)/(M*N/2)/ds.undbv(-6)\n",
    "spec1 = np.fft.fft(v1*window)/(M*N/2)/ds.undbv(-6)\n",
    "spec2 = np.fft.fft(v1*window)/(M*N/2)/ds.undbv(-6)\n",
    "freq = np.linspace(0, 0.5, N/2 + 1)\n",
    "plt.hold(True)\n",
    "plt.plot(freq, ds.dbv(spec0[:N/2 + 1]), 'c', linewidth=1, label='V1')\n",
    "plt.plot(freq, ds.dbv(spec2[:N/2 + 1]), '#fb8b00', linewidth=1, label='VF')\n",
    "\n",
    "# smooth, calculate the theorethical response and the SNR for VF\n",
    "spec0_smoothed = ds.circ_smooth(np.abs(spec0)**2., 16)\n",
    "plt.plot(freq, ds.dbp(spec0_smoothed[:N/2 + 1]), 'b', linewidth=3)\n",
    "Snn0 = np.abs(ds.evalTF(ntf_eq, np.exp(2j*np.pi*freq)))**2 * 2/12*(delta/M)**2\n",
    "plt.plot(freq, ds.dbp(Snn0*NBW), 'm', linewidth=1)\n",
    "snr0 = ds.calculateSNR(spec0[f1_bin:f2_bin + 1], fin - f1_bin)\n",
    "msg = 'VF:\\nSQNR  =  %.1fdB\\n @ A = %.1fdBFS & osr = %.0f\\n' % \\\n",
    "      (snr0, ds.dbv(spec0[fin]), osr)\n",
    "plt.text(f0 + 1 / osr, - 15, msg, horizontalalignment='left',\n",
    "         verticalalignment='center')\n",
    "\n",
    "# smooth, calculate the theorethical response and the SNR for V1\n",
    "spec1_smoothed = ds.circ_smooth(np.abs(spec1)**2., 16)\n",
    "plt.plot(freq, ds.dbp(spec1_smoothed[:N/2 + 1]), '#d40000', linewidth=3)\n",
    "Snn1 = np.abs(ds.evalTF(ntfs[0, 0], np.exp(2j*np.pi*freq)))**2 * 2/12*(delta/M)**2\n",
    "plt.plot(freq, ds.dbp(Snn1*NBW), 'm', linewidth=1)\n",
    "snr1 = ds.calculateSNR(spec1[f1_bin:f2_bin + 1], fin - f1_bin)\n",
    "msg = 'V1:\\nSQNR  =  %.1fdB\\n @ A = %.1fdBFS & osr = %.0f\\n' % \\\n",
    "      (snr1, ds.dbv(spec1[fin]), osr)\n",
    "plt.text(f0 + 1/osr, - 15-30, msg, horizontalalignment='left',\n",
    "         verticalalignment='center')\n",
    "\n",
    "plt.text(0.5, - 135, 'NBW = %.1e ' % NBW, horizontalalignment='right',\n",
    "         verticalalignment='bottom')\n",
    "ds.figureMagic((0, 0.5), 1./16, None, (-160, 0), 10, None)\n",
    "legend()\n",
    "title(\"Spectra\"); xlabel(\"Normalized frequency $f \\\\rightarrow 1$\");ylabel(\"dBFS/NBW\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overall the SNR improved by 48.0339 (!) at OSR=64.\n"
     ]
    }
   ],
   "source": [
    "print \"Overall the SNR improved by %g (!) at OSR=%d.\" % (snr0-snr1, osr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that, as it often happen, it is not immediate to see by eye that the composed signal $v_f$ has better SNR than $v_1$ (or $v_2$).\n",
    "\n",
    "In fact, consider the following plot of the signals from which the above spectra and SNRs were calculated:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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/pOMcOlJ6coLooEw0zwpTm6dktcyIV1YLtfScHjmP5UsYnp5O8hmIhYFim7sHFzJmaJBSL5q6l9OT9Swgug/JXjqdhE93izCnB90pWd2JRxgIwmgX7nJyD8lePuFCwm6yZHYWpPTkBCHR9sM1O0xN/c06KpcyNfem0UKNz9O3wOzTYypPBNHv8MAqrPtc8eBvN2WACbnkF5TE8qbTBX43mc/It5DnUfl/7VZNJbkn8o+QEo5NSs+yoJOGoFlKSlRJLcvTk35O0+tkxsbq4zXy3pjFEyQ1dus5FNvcPVggh/qOVwuZ9uW6nbFjPD8Lyn6HZC8dkYMFepTT0x150m0l2j0TGRjjkOzlD70e7VDnIaUnL3Ty0MoMbwv+Zh2Wi3TLkvLS1L+vLV6Nmi2aZbKpsRuxnNBKjxlW2okHtx14DhaUxPKmk5DPbtOtnDz9c+TldyG6Qz9XDxRCxL4blxK2BVgU3rY8kB1YlLKSLecrWZ3l6eHG8czYWH2YZjw9WljJ0dNbKLa5e4RKTqj4BzLQpv22rZyeHC0o+x2SvXS6XdyjHfTYdStawcyFbXd/kvuIfpG99evX4/jx/itQIYTAvn37cNFFFxnvoePQNoD69OQG3oGCwDOsyZH1KPucqZ6ejONpZafRw1V/or08VMiAWC5wIWNWbC51rl6Xr4FEjljC5GmB3q2wMS2zXEgUndb3V/lAC3pJxBJg7dq1qFQq2L9/PyzLwq6xGVxw5hDWDhVxfLqGGuN4w/pVXbue4zM1VFyGS89Z3dFxpJS4+OKLsWLFivC9hShiAJDSkxtkBw/XRrk5+vPsc9a/zw3r9MjIiGH1Cj5vWMjA9PS0n5hJLAzm+BGLCxMitqCLvJ3tyUA7Y6evgeg9JHvpiBzMCyMjI/gvH/wggO6EaGsjY7unkpLagZv0k+xdeOGF4f//+vHn8Ifvuwi/fMk5eOTpA9g/Pod/uvySrl3LxqcPYNfYLL763oU/J5cShQXw9FB4W07oJLkzy3I2n6cne7/0a4lyehqFtwXHCI7fKP+HIPqJZHib9t52c31Hnh5iqdNJe4ZuEoaHd8FTG56rTdWFDIzLA3PNltVncVHPv4jh0wvl6SGlJyd0UhozK46fG8KRRpbSw2XkzYnn9OhJYH5Pj1biyOrcW/rF2pUHtBzW9apqUwZaHTsRKlkkc0sBkr108hDetmHDhiiyoQvXqs/QtqfHOAbRv7JnGtF0+HR3z794KQtCStjk6Vk+dKK1Z1mT5ytZnZVQmuXp0duyhoUM9DEQq2RFEP2O7pGjb3m9uOuWEtJMzh1B9BrZZe9nu8wXHr4Y5+okxD0PvynRGWa4tBDd9/SwRfb0OOTpWT4IqUpItwPPsCabCkj6OdOFxiw1bda7b+bBbG5DJat7D/Ur6B5cyFjzXl1Vsd0Qz1bHTis9JHJLA5K9dPJQsnpkZCRmUV9s5gtFb2Z/8vBG9KvsmQZuISW6WCMnPP+iKT1SwlkAjaXjQgbDw8PfB/BRACdLpdI7gvfWAbgVwMUADgIYLpVKU52eaznTST32LI1/PiUly9OTfTz1t3Ehg+AvOmvMSBB5g4l44QKB7vZZYOTpIXKAkoteX8X8mBb1bp2r7TUAzbXLAnN+6UV7Ai5k28b5+RBCLkjJ6oXw9PwAwEcS730awEOlUunNADYGr4kOEGjfK5JVMCBUQLI8PSL9QSsQeY7M2NhIiWp8LfqcebDo9Tv9Gtu8FOGBHIbhbdrT0+ZqpNWxi8Lb2jodscCQ7KWTh3lhw4YNsTDVxaYZg2IjpKScHpN+lT2zCEgvwkQXM1x7yRQyKJVKTwCYTLz9MQA3Bv+/EcDHOz3PckeITqq3pVuI5vf0pC+ShEgXJtPCkEXM9Sq7YyUjiKUA43FPDzcMAF05P3l6iByQh0IGQHPz3UKfq6Mz5eA3JTrDDC/rRR9EHcK9KMeWWNI5PeeVSqUTwf9PADhvkc6zbOikylNWRY354oTNzvHJ42nBiuX0iPhiLutagKhkdR4mt36mX2OblyJciljIAeM6zK09GWg3p4fsDEsDkr108lCyemRkxPD0LP75Oi1k0Iv8jqVMv8per0tWL2ZLBL6EwtsaUiqVVPoG0RHJRMR/fGA3aj6PbbP7xCx+/PwRVD2Of35wT/g+z/ASzRcnHC7OhMTf3rsz9r55Y58qu/jmY6/EwnYyv0f4fWRQhjtz01Q2HzqNu7Yfr3v/q4/sw1TVb+1gxLJk19gMbtlypK19v/bIPkxVPPz85WN44UjSwV3PvTvG8MyBCQCRHJp9eoD5+3x8/dF9mJjz2rpeEx6cKE3eZ2o+vrxxb/j6m4+9gvGy2/E5O2HvyVnctPlwT6+BaB6PCfz9A7s6Po4ZmfB39+1s2Vp957ZjeP5wumz+80N7UPFY3fvjZRffGHkl9t73njmAQ6crmedJq37a6NlSemEUO47PYMvhSdy57di83yN+rvjfZrlt61G8fHQ6DHWaqvr42iP7WjsIkRvMkDYhelOyWgiJ6aqPrzyyt+7zu7cfx3OHTmfu/+0nX8Wx6SoA4PmEnCz1ktUnhoeHzweA4eHhCwCcbLSxqXWPjIzQ65TXWtHQrzfuPYmyy2LbH5yYw8Nb9+GBRx/HI/tOhvv7jMc8M3p7/d7zW15IPb8Wnkceexz37BgDFzK0cJkP+rsffRrPHjwdvrflxa2Z32fv3n3BuZWFe9eu3S39Hvc/8xIefH5X3edPvTqOiTl3yYxXXl7r95bK9XTj9f1PbcFLo1Nt7f/g9iO4b+QpbDs2jf3jc/Nuf//mnXhg08sAlNLjc45nNm0CEHl6jhwdbXj+B7cfwcnZWt3nGzZsaOn69eLx5W3b6j6fmPPwxP7x8PUzB07jxGxv5enIZBUPb32l5/fLYr1udfyW+uuKx/DAjuMdH2/Xrt3hYu2e7WN4pMX9H9yyG/vHy6mfP7D9KO5/9Im6/Y9O17Dp4OnY9s8dmsR9Tzybej4zp+fIaCS/9zy5BQ+/uK9uewDYcmQS9z+1Bfc/sxUvH5tu6ffRc+vTzzzT0u/54At78MDTL4RG0/sffRIP7zjS9P79+lrn9CyV61mo1zXXxe49yuDNpcTpycmunn/02HFMz87iVNnFU/sn6j5/4PlduP+ZlzL3f+jlg7jvMTU/7jtVxoNbovUhFxLVubnY9m2hqwd18u+aa655/TXXXLPNeH3DNddc8xfB/z99zTXX/HPWvg8//LAk5ufWLUfk1f/r8fD1B78+IsdmqrFt7t52TP7Zz16Wx6YqcsP/91j4/vu++qi8dcuRumPeu+O4vOyGjfLFI5Op5/ynB3fLy27YKCfKrrzsho2y4jIphJCX3bBR/sUdL4fbbTowIT/xg2flwYk5edkNG+XTr45nfo9bnj8sL7tho3xs3yn5vq8+Km/bOtr0byCllDc9d0j+/f276t7/+HeflntPzLZ0LGJ5cu+O4/LPf/by/Bum8BvffkruOTEj/+7enfKW5w/Pu/3f3btT/mDTASmllP/y+Cvyiq88Kg9MlOVlN2yUWw6flpfdsFH+4wP193PynNuPTbd1vSYHxtV5R/aerPts38lZ+dFvPRm+vvb7m+RLo1Mdn7MTHtw1Jv/n7S/19BqI5pkou/KDXx/p+Dg/e+loeJzLbtgo51y/pf3/7t6d8ubNh1I/u+qbj8uDE3N17z93cEIOf39T7L3fu2mzfPyVU5nnOTVbk5fdsFH+0wO7w/due3FU/lnGs+VPfrpV3rXtmPzPLYfl5+7Z0cxXCdl3clZedsNGeWSy0tJ+f33XdnnHS0fld57cL//HT7fKvSdm5W/92zMtHYPID//7/3pC3vaiWlN9/r6d8g9v2dLV8//N3dvldd/fJPecmJEf+85TdZ9/4f6d8oebDmbu/7s/ek5uOjAhpZTyR88elJ+/b2f42Y7j0/L6G5+TUkoZ6A1t6Ssde3qGh4dvAfA0gLcMDw8fGR4e/j0A/wzg6uHh4b0APhy8JjogWd45rQiAbgzFJeAbdQOzShfKeeKE9ec6AdplPArJCXYZGRmBywS4ET/auE9PdGwhWy/OkJUHRPlB7dGx1SSHdFIdyuci9HQ2asKrcRkPw9e0HOpTN5tj4zKeGuLT6tixBudjIv59loI8maEa/Ui/yV4neafJ40gjmqDVEB0mROhFTTu2n1JT12Wifj7lMvM4IyNRTo/5nWtMZMqN/owLpF5DI9otWa1zC/QzS4bvLG/6TfY0ap0YFdho9X7pFC5U7piQSJUdxtPlz/xcz0N+Qv6EkFiA6LbO+/SUSqVPZHx0VafHJiKSSo6qhx6/qaJFVXwBY04gyWPqz9PQD3MWrNpcLrAqTN6MdvK4mjCi7Rvk9BgTmRCtV75hKd9bXw81OiWaQT+U20EbFrKKgyTxmAi3C40SIi4n8ykX2qjQKVFz0vpjJZ8ni1mFp1l6kYhLtI/ZGLGj4wgZ9JWZfz5Jo9G9mzZvAnE51bB5ZCCtuIDHeWZOq8dEmK/U6ncK8zTaNBJKREaEpV4kgmgfIePruu7n9Cj55SL9Hs96P/w8Nj/G573cFDIgFgbtGdHonh8mzEiUNr07XKZX1JivIox+O/L0iDrr9IYNG+D6PGbBbpSYnfT0tGpNzvb0UPnrdujXfgWN0G7udvC5iMnYfNQMhUVXtqn39Myv9KTd2y336TGeB0mSxgQuZM/lScj+tkn3m+wtlHdQy4ieR1q9DxstrHiGp6eWYljwuQiLfyRROT2RXGtcP9tA4Qa5tUIqK3YrtFu9TWrHjvYUtXGMfqTfZE8jQ2+eXvf1wNMTKC5pcpAlf+b+Wp58npiTpFzSJauJBYYnKnGkenqCm80siduoa/R81iN9fP3XYyLWZ0fjBiE/4fYNBC309KC9B3BWSUSR8T5BJBGy/Ua/Wjlo2tPD454eAHUe0UZGAr2Aa9UynIYOFUj76lyIugmm1/KUNPQQS5uFKjUtEvNYq7Ka5c3Rn/lpnh5e7+nxU96LX2d0veZxMj09gcFEzrPwa/Zcze0nw3EJvT4kUn2LuvfV/3tR+l2vQbN6BHGRHTKqP9fy7nORCLkGeXqWE+YCIMvqk2x+yET0AE7rBTJfnHDo6eGGpydxbp3To13oQGPLnL6OsKdPi80DuMwO1aMFUuv0a2xzIzqZ+LWMSRmFfTbCNWL8Q+UnuOmb8fR4TGRu0+rYJWXXpC6nR/RengwDdV/Sb7KnQ7cW5jj1HtFmaWQkECKSPxPXqHDazHFGRkZiodrRcUTmQlM/CwRaN2JEc3VLu4XeUi1LUgKyr/2nzdFvsqeRhgx2krvaLtr4LIRMnR/nM+CpfDxhbBvPTbfJ07N8EDDDx+KLKA2XQikFwX3i80hrTluf6d2zFO9Q4w52rjEeCpQpSzoeujlPj/rbbnd4kRF2Qzk9RLNI2fpCCoisUNqK1czCxcwVSHp89AO90VFcpnpxLcTk1ahwQl1OzxLwslBOT75YSE+P+Txv9T7MyvuUwTFTPT1M1BngfN5YxtO8L26jQga+CBWPNMWrEe16ehAYaHTYk1wCHlxi8RBGwSsuu280Yok5Molq29BceBtLC28jT8/yQcr6sJjkIl9X69APRp+LKC461Tsyn6cnuvmAKBFTnwsIcnoYjy1QGocENPZWzYdaeKZfa69zEPJIv8Y2NyKqYtQaoZISLCKaUZzMiod1Sg+fX15cw+qVpOWcHpEt71qhM2W4VS/sQiMl5fTkiXYrjCWRQdRAWs5MM2SFt+m3ms3pYSI7vG3Dhg0xi7omzWOk8bgIFbo0xasRacbGZlBh5DJUtiQ6H59+oN9kTxPz9PTAcKXXgVkyqMJL51F6DGN7Ms+UlJ5lhKlUZOXp6Dhos+oNb/CwDD1HGXKh3w+rtxlWLHPR6AZWMh4eb35PT7NJ3EmyLNAq7K2lQxHLFOXpaX0/09jAZb3RIY0aiwwPWo7C8LYmFomuDm9bAAVEnz/tUElDylIoWd2LmHSifSIDW4fHScwRLef0ZBgkzFzXJF5GyepmcnrMw6V5jDRKIVK/U7tYNB4OAAAgAElEQVQlq9vL6YmXriadp3/R4ZOAWh92e6x1SXYzj8yECdmwiIcZQZHMqRMU3ra8EDKKmU6Gy2iYjqfUygoXkeW2DU9PsmRo3NOj/sZyehLbp1EX3tZqTk9GeJsOXSBao19jmxthejRawTcKAUjZOCFT0zC8TXt6GhxmIXN69HmzPD2xa8qQs26iLrN/ZbrfZK/dhXnWcXibc4Tq9VG/k1kKN4mbUrLaFyJzLlN9euq/b1Z4m5BqsaeNCd0qWa09POH8TIYEAP0nexpTqU1TOhYbbXhnGWvUZMGcJExE82oy/4fC25YZoXsb0SIpLbzNTF7zjVCwtIWOmOdBmrS41QzXvXk8Tzddy/BAxY8ZF4ZWFZUs66+yoNHTnJifduPaTQ9NljU5iZsoWW3+baSEmPub+3TCfDk9QLysdY+j28jTkzMWWunJWjjNR2Y+gZ4XMzw95lwkAyWlqVBtY5u0MDl9fH1cgXZyetr39Mggrk3KKNyN6E+SBa+6/fwMvTxGQ24TNk9OjxmdVFeyWkg4C9CclJSenBCGjhmxkskbmgkZa7zIeGStzcqDMf8mSff0xBdHKqdHN13T+2V/D327t5ukapYyTV4rLZBap19jmxvRrgXMVFKkbE5hjzUnTchTVm6eiS5kkLZNuzk9acaB5AJzKXh6tGe7X+k32dND1emQheGgPNvL2YhGjRGBrJweXpc0be6TROX0BNdrbGK2dTAJw1RlpFC1wnwGyiyUlydKcKd5UtFvsqcxI310jnc3qWubUufpmT+8zaxyGgtvWyBPT6HjIxBdwSyPmZXgqW82va0vjBycRp6ejHMmY6DNJonm4XRvgqwbPe17ZIXozUejeO1e5yAQ+aDd/i8+jxYuzfTpYVzEctAit33ce9PoUhbS09OoYmLymoRov5fRQiHR/Zh0on0Wy9PTaihYZiGDBsfTRQY0zRQZSQ9v46lKhWuEqQrZXLn7tHO1uohV+8moVLUEJfX0KUnPY08KGQh1fyejGTTKIJF+78sgLM7cNxbeJiinZ1kRWXqyS0OzwDobcw82sFglCyPUnTORgO1xI6cn2GdkZERZyaSMCdt836OZBV/WNaV6egSFt7VDv8Y2N8K0hrWCtlBpBX++xZib6MeTzJtJKhppLGifnibC21hgHTTluVe0O055od9kr11vRP1x4gum1ktWp+fiaANzmqU5ilaIe4OyFmgqpyc4rnGupPIUvh94bGXHnp7W99NRGJI8PSH9JnuAofQYr7se3ibj5ebTw9sy1ptSb6O+QbI5KZfUnHRZYSooWV4SHmjZ0rh50jwz4faGZcBjAnMei30elb5Wf2ssKowQ8/SETdeC8/Iofjl5/UlFq51u21nhbb22TBP5oF0LWFj9LFhIzOd9cf14lbZkyflWc3q4kCi7rO7am7X+hoYG1B8rFtaWMGz0itA6TeSChSpZnVQmWlW+0zw9ZgGgtHwabVzIktE00oyGsQqnxvu1hKen1ept7ZasDvvzBJIk0briROSDKLxUP8vTx3oxQ970+sycT8zzcSFT5S+tQFcyp0cIKmTQMuNlF//1R5u7fl4hJT767aea2vbj3306jOOPHyP6O1/JatOiHIWwSfxg00Hc+sIRvHBkEp+5a3ssJvkzn/k5fu3Lj2LL4Unc+sIR/PDZg4bFLfD0MBFay844PIHnnnglyukxPC2H73oZ01MVfP4rG3HL3dvw4K4T+Moj+2LfYz4rnpQSH/3WU3Wfq/C2+m3pYd4e/RrbrBn+/iaU3bgyL2X6QupPbnsJe07MZh4r9PQEXhB9D48emsCP/vWxuu09HQ6X9PQkXg/uGcP2F44AAB565gD+8m/vCY9heov+5fH9+PA3Hsc3Sy/gjpufw2W//Cv4xt/fi1//9tOQUuKPf7IV+06W8e9PH8BPXhytux7T0/O1R/fhw994HDc9d1h9Ziz2orCdzJ8ikxdHp/CZu7a3vmMKOneqXf7m7h3YcnhyQa5lMeiW7H3ypudxctZd9PMIEb9vPv3zbXhpdCq2zakGc/AdLx/Dd558tT68TUp86mcvY+fYTOa5v/rZu+DW/HA/U2EfL7v4nRs31x13493b8Oxjal4KmwAL4De/+zR+9LWNGAzyfJ54aBe+d/NmfOnhvQCAStXHPT87mep90e0bpqo+rv3Bc+H7XmgIxLxe4q8/ug8P7BqLvZc819/dtxPPHJjIPIa5nwz/NS9PkxUPv3Pjc/NvmFP6cd5LPrfN8a56HL/1b88AAP7vW17AkclKU8e8/T+exZ7tx3DntmP41yf2xz770l/dCeZzfPpzd+PR5w7iiQd34YzjUxACqM5U8d6jE+BC4M//9DacCs6n8+12bzuKn930XPjer3/7aXzrn+7HgJFbp/pkRYs9Cm9rg6rPMR08GLuJkBInZ92mNOxTZS+07iaPof9mhbdFnh6tKQtDQQJmawynKz4mKz5ma5GVV0oJy2N47aoBzLoMUxUfM1VWZ3FzGQ+PbfsMc7M1AFHlG729X66hVvFRmXMxPV3DVNXHiZla7HvMV7KaC4mTZTe0wJnvJ3/H6DrTj0UsX8bLHmp+3IiQVZlsqupjNqEgmZiJ1aanpzrnoTrn1W1f00UIEspO2K8neG35PJSlsfEy+Fy0QHWDaxcSmHUZXrduJeZmXVTmPNRqPmamqjhZdsGFxHTVx3TNx1TVx1Sl/jlnepbKLsNrzxpCOfDumjkM7fbQAoCZmnq2LARCdlawuuyyOoV3OTJd9VHxFv930DKln89p8jRbY5iqps/BM8H2aZ6e6aqP6Yz9AGBqshIqPUlPz6myi6mqF+v/AQBzsy7mykrWTI/qiVkX5ZkaBoKcvLnZGmZnahgLZHR6zkXR4zGLukZ7eqoew7Hpaux9IPIyNyp3P1X1MVNLGmriC9qZWrP3ttGYVDZfubLi8cxxIpYmdZ4eI6JhzmM4Fcwr01W/aSPIXNnF3GwN01UfpyvRHCeExNTpOTDGwWs+JiarKM/WYHsMXEq4VR8DQXhawWM4oZUeqaq3lWdrKAfyVHYZTpZdzE5XURBmn5648YJKVreB6SXp6nlbaNrGMx6IplcmO15Sl47Wr40y0oGy5PocLuNB7H5wTACWkBi0ouQxU7kwq7dx40KYL4KcHiM3QUoIj4NzAcYEuK/ONaMf0IkJLSuERp8zqQCmhbEtVALtcqQfY5tN0uKapUzPV0lWi6n73FAGlLU2uO+5AG8YMqNep/XCCf4DFihIlaoPy7jn9f2vZXKwYIMzJV+bntkEFihFWm5ZMNG4KdcTXb/6DkXHTimjLWJhr62SFX7aDu0WnNCo77kgl7IodEv2uhXbn6wUmvS4qPfSSzqr/WTM02jmvGVVZFPnFeBMgPmRrJghNDM1FrsvfX2vMx7Kj2uEt3EhwXwOO5iLmS/AfI7ZQKmq1hgsqOeFbWW0bxASLhOhB8nMzZMyuyBP+LslPkt6epqVMy3rOrxNoLl50iyI1I/047yX9PRoLx+AMBpHb5dUqjOPyQX8YA1nGqD1fMW5hBQSruur97RseRxOIIeOlJgJjIKMS/gikikAoVwxX21rGgfNtbAqWU1KT0v0qhpQK7HOUkr4Ke4PM6TNvHlNtKIS8/QY23Ip4XERWqNinh4hMWCpfXQCWdIrUwvKcTqWBXAJ31eCox/sTAgU9MQXKD2+z8G4CK2/Zrdg82+SUNHi9Z6e5C6k9BBZmNYuTdZi2E9ZpMU+z6jexpladCVJVl7L8vhASPheoPTUfFiGZ8ozvEtMCKwoOOH5pEC40NNy6wcTTVqIrGk5FxIYcGyjQaqxmDKUo1ZZSEVD6GpTbRIt9YhuPBuT85w5/2h8nm5wAKIWC3V5ZrJxfw8WyJnvR55VU45nXRYW+dHXBQC+x8N99IJOf8aZgC2DEru+Uo70QrFSUws4n3FlODDmH13IQK/V9Lynvb6m4TWrSAJLKYaQ9PQwo6hQI5TCYyg/Td4GS91gQNTTSDH2eLxf3KzbnBdPGRM4/GDdqNEKC2ccUkh4HldzmF63+Qy2BLxgu2mt9ARyzHwWHkMbxBlThoZYTo9xwwopYS+AxrK8lB5D8+0mzcbIa9dzWnWLWHhbhqdHW8TM6m3muSPrk7JoR1U+AFtIDNhRxQxTuYiVrJYSBceCFWjrGzZsCCcMJiSKiYUgZxy+EJgJtHn9+88XQhOG1KWEJtUnqUbfg2iNfoxtNpGy/h4zDQMm83l6tIU4WZaTs8aenqTxIKkEWSLy9FRrDDaPCpCECdCBTA4V7fB873zXLyuDhVQVcULFh8u6sFAA4DI4VlDIwFywpYW3tVPIgIv06lXtkDZ2re6/lO0g3ZK9Vha7nZ0n/tfn9XLWaLHOgrlN72J6VlUCdIayFBgMmKn0GCeZqfkxT1FofEjx9ISGCsbhBNfDfA7GeKjAVIO/ni9QsK3w+4TyLqJzaEUpWbLa/H5J/BRPj5bFWOhSExOekgEZGnyb9Z72u6enH+e9yOgQvdbvxdqNAE17ejjXSk98TgkNDKpaAjyPgTEOyzAo2FKiGig05SA0TntzfV+Ex5itMVhSeYy0oQHQOT3RPUienjbodBJtl6QGnoX+NM0CpI8hEbeAmbDAqhNNGiKmXAiplB4vEIAoJlnAlhJFWMr9yAWYjITELGQgpPL0WEIYnp7ISlYQ0aQhtLeHy8jTIyVsy6gcl/GThEpPYjGZVrK6k3Acor8xPRcaIdMX9I2s0ECkGOgQkUh5SVd6akzAsazYdhaMnJ4w7i3y9NRcHxYAL7DEefoYwfkGiw4E4zHvkh14h/1gYecLkZoXqM+nFz8DBSuWLK5/L7MRcqtwsXDVgToNy2q3Sl+/YXoXFvc8cUNWWiibL7LHJDTaJTyiWmHJ8oz4gcHAN0M9jclxtsZikQtpnh6XcTiWBZ8LWFICEqHV2feVvM24UXibPm/BjuTbDJHT59KhO3rBqGVPXUeG0sPrf7ekYc80WjZCy1Ck8DRnHNQeIiI/JNeZ5vPTZSJYG6p7erbJ3HbOBXxfGcJraZ4erm4oz+fK+KBl3+ewAZQDD89sVYe3CfXPiwwOMzUfdrCfk/D0xMLbJOX0tEyvgh3m64ejCZWM1JyeektsclHCAs9OOOnEPD3KahV6egyBEEz9p4h4To8wjmtbuvGa6enhGBkZgRfENitPj9qr5isB0Dk9lSDMTUhVa30+T09WTk+aJTn0HtECp2X6MbbZxAw1Md9Lu1WSlqUkOuxUV8UJF2UZ4W0eExgacGKV0QYKdrRf8L4VLKwAwA2Un2pgGXMZV8cI5HJFwYZgAoILvLDlBQCAI5WMqn8qDjpN6TFljkug6Nh1vYLMfIJ2Fsrmc6VTOj1OsHZdsnRN9rqm9ASnS5l/NGmhW8nPQqOd0ReLC5GpJESeHqWMcCFDJR6IPD3mYkptb3h6uJJVl4lwAWZrI4LPwX2Omq88qdVA+fE9Ace2YyFEthU3iOjQnVRPT1a4Hq/39CRDB81wvUZoGQj/ojkPjjIuzrtZbunHea+uHYhhgHIT4ZVNe3qYCkXzEyHTWuY4E4BURjufCViBbPnB/T4XFE+YC4piqEIGKjXC9PQ4wb2mZQ5A2NxbIwT16WkZ08rSTULL6TynjsICGnh6DKUmLbzNfFj5Igol0C53jwm4QRhPqGQFN1/RzOkJrN6ObYFJiaGiE3qICralQmp81bfHYwJDRQeMSxSDL1uu+rAkIJgIv8+syyClKjuYDPGp+80M71Lyt0z+PJ0s0oj+JbJs1ivJWZ6eRoqzXqToENL5wttcxrGy6MRKVhdsK2pOygPLlYiSOt1gkaSVHo8JrCw64aJtRdFRHlQjX0J7eliwMMzy9HCpwgP0bzKYUsjAjANvx4ggmlyMNUWHi/VmF3j9TtcKGSS8974Qdc/qtNAtjZapur5WOiQmS0nwtacnXvhAoz09ZtiM3s/3VRU21xcYKtrwuAgXYI5EWNRABOeeqbFQRj3GUHCsKITI5xgK5F1fu7aouymenqzwNtVfL/5eZMXX27QWphb26ZHNhXz2e3hbP5K8R8xKfWaoNRdoWKXURIW3qfVgLLwtLGTAQwM481SYGgDwQCbLQXXEOaOyIhPxQgYzbuTpMXN6tAE+vBZBJatbpleWv2RjziySsf9px+Ayu/KZdqtneXqEUAsx5bExLAJc3XwFqSYqvfgTUi/SlFJTC8LbCrYd3OgMV3zgv6Do2Eo5ElF4W7mqbmTBogocMzUW7G/Fkj/TSIYMmO8nf8e00qFEc/RjbLPGDAWJv58+ofsNrNCAWfJZ3XOhxyajepurPT2GQmF6ephQOQF60gCiEJ1KEBZQC44hpPb0OJBceZbe9ra3AwisY1xZ0HRoT1ohA8aVl1ZXrysW7PqFoLE4bGfNk1UOvB06DbFpdoHXK7ole2qxu/g/RH0hg/qFud8gp0fnkUaeong+W2YOjB/l9EgZN0gA0QJP5+RpT48uUMAC417RseExAVtECzCWUHpma36o9PhBTo8WfTeYJ7mMojCinB6OAcdW+XTh75MRrpdifEmuIdQ8mP47mghZ36enmftBK0j9Sj/Oe3X3iLEWNIvqKE9PK+FtHCxhSNOeHt9X4aAq703JjmNZ4XxWCVonVKuRF9bnos7To2VO59EBUXNS8/tQTk+LdMvilSTyRDTeLhlzHP9M/ZXGTZFczIXhbfrhLuLJazzwynhMxEpWh7kBCEJkRFTIoGCruP+hohNWpjELGbhMYKBgw7KUBVsXMqjUlKeHcx4uqGZrPqSUifC29N+CJYTV/I3qlb3470cQQH2OQfR+uoKcVirWRC+WdIPcmNKTUb1tZTEe3pYMKctSenT/kNDTExg7VhRtyCC8TS/EwsWZ0JUXRXohg+D8QqrvULRTPD0Nni/NkJZD1S4CnS3WlWFnQS4l1zTbm6VTtHfCLFldF97WwEOhFZuksUKHi2WGtxlKTzIfCEC4wAsL7vDI08N8DpcJDBZsOJalQtQMqzMTatEnmeHp0bIa5PRIY64KPT3B+XUuq4qGsGOKeOb3SXkOaWk2ZbMZT6yODDEVH2B+4y9vME7E0iTp6TFDRZN9oprtpRZVb5OxSrq68I7rBeXbmYDvMVhCrQ/1fFirqHms5vrh+lsbEqKcHmbIXCSfYSVF456n8LZ26IEg6zPO7+lRfxtVbzOrtqQl9JsTvWkx0i7/GjNKVgdXpl2RytMjwypWSsFRCyMV78xD748tVKzzyONPBhOGupm1p2fOZbAhg/C2wOoVNJ5z7CiBOmthFVWMi1usRcrDuFlPGlFPP8Y2a7IUa+VBqL9XGK/P/zHRD2G9eJg/vE17aaLrMctEM6Hky8zp4T6HBDBrNE2M5/Q4kEHhhG3btgNQ1jEvkDP9Lyu8rRjz9NTLoQ5r1b9Tqyxk8YBWOshnHAFLOaunW7LXjGV/Qc6TeA6nVWprmNMj4pEKprGgYSEDw2CQNq/oBZ6W37D5YRDeFio9tqUKhwTnHbSi8DYZ5OvMunFPj2NHFRA9JlT4qeHN0cUPXP2Z8f0yv0+DktXSeJY05enRf4O1QbQWabxf57K3tOnHeS/paRUC4RovntPTWvU231cVeGu+Ed6mc0+DKm2hp0cGVUGD89UCT0/NZaGRz7EteEEhAylVUQUtc7qQARcSlqXaKpjGDypZ3SJ58fSkPQz1A0hKU/OtP088vC2adLTFR/fp0Q9Nx7ZiVaBYrE+PqtTGeJTTo/axQ5emL4DBgg3bUuFtA4anx5YSkhs5PTWl7Zs5PVmTsf48abFmUmbGO1MhA8JE3w5pOT1pilCjhoFAwtMjZZh3pj09yXvZ4zzMxwEiT4u5MHOAcNLwg/KffsEOY6H1MbT1eEXRhuQSjAkIHlnHzF5ZPheZzUlVmWpljR904tem/0aFFjJ/iky0h3gh6NRTQ54ehZBYsJDDRiQrcqZVQ1TvZewv4n16wkIGMgqLSSPm6UnxUiY9PX6dp4djsODADpQebXUeCOYp5nOAS6xfNYCZGospWUUzp4cJrBxwYiWrQ08P116gxsZN/X4ylM+03gNIbfyahn7WBbNt3cI4Cy6XsrmASCPZy8ks/272exOinT49cU9P2N/K41Hutqfye4qOFSo9rs5p83joqSnYVpBLp46vPD3quLZURUh8LlCw7VhUEBcSjtW5yrKslJ5e2f2art4WfJxWvc3MgdH3nu67EW4j4onbpptch8eonJ6oOWnBtiCCGzTsQC1kqEAVHKXMDBWdsOqb6el512XvUUqPbcHnUik9RQdVV5UslMHxzlhRCK0LsRs54yfhxkQS+41SHvZhGBPl9LRMP8Y2a7JKmZshoBqzUlQW2hihraDhAsvIPTDR1t14eJsVy58pBu56P2h+OGABrFgIq964flQBjkuJwYIDBKFtb37zWwAAawo2qrobfSBvyf5W+vqLQTiODLw+deWBDaNJuyWrF9LT08kTWy7xhVvXZG8BvW/znAZA3HiXfFY3Wqxrj044DxqLnWZyenwjvC2u9DBVfZSrHJwwtyfw9HhBiHYU3qb2KwaeHt/ngBA4e9UgZmsMnhc0UwyOp+edGuNBTk/0HWaM5qTa05PMWar/Heo9PcmGwWm5rWmYPclMeZhPtJvt55NX+nHeS4b5m1UEXd/Ij5Oqelsz9088p8eo3hbIXNX1YQMQjIfNRYu2qjAKAH5Qtc3zVDGRgs6d86KGpDM1H2sKShXRhQz0XFmIrRUlHPL0tIaUvQmBiqw082ynH8YpG5ouy6hkdXwbFuTwxCxthmUnKlnN4zk7wQ1sCRkWMmDBQ9XM6XEDT0/BiqzT2krmWGq7ASmBgQKqHoMDQAaVptatHMBsjUFIXUGqsSKov2ONpSl26UoPeXoIk+i+iL8vZf19p8tRN67ephdUarvwNYs8Piba8hsrZODYMUWjGCxDmM8xW/MxYAF8oBArZKC9RYwLrCjagJCxPKIzBhxUfZ2sLeqschozp0fIZFGFaCHWSTXEhfSmd+qpyWpCu9wQsjtR3dFcU2+A0/iGxTlJXaSCkfumqrdlKEuGpycKHY3OM+cxnLGiCC8IYwu3Seb02FZQvU19HrZw8FWn+bNXD2Km5odV4hjjKCTC28zqbSuKdszLNFRUhQySSl3d90nxhiU9NEoRTN09sV/0vDMVrvlk2/QSEPkgObam3GvPP9cyKYFKimEsiW5OqgvlhHnnWukJ7m/BlafHkcqbEyo9wec69FQpPRZYIEO+xzHrMpwx4ADQOT1qriuEBbKi9S7l9LRItxI6k8y3wE9u16iQQSzmOfFluJDBQzU6junq1CWrPRaVrC7YFlhwg1rBxOIH/UqUO9EK+4voEIOCZcGCupE3bd6CAceGHZS7LnIBOVhAzVUuS8lV08R1qwYwXfMhJFRz0hSLnIm+0T0eF0yeshAKrWC9GNyc04+xzZqs3JS0hXkYutbgHor36ZF1np5kMYMo3CXaXnl69LkEisEzXHt6irAgBwtRyWoeVW/TJasRKDx79uwFAKwpOqjoXiXBhJHVp0cpPWrBlAy1056fZo00aSxkAnSn+UECSzu8rVuyZ1p8F/s8+m+YhJwsWd3AoxpGGCTmhqiQwfw5PVrG9L5ll2Go6GDAUeWoBwuOmt+4MhCGOT3BHGb26Skg8vRYQuDsVcpwF/YFYiJespopo4SEksO1Q0Wjeps6t2l4zfw+Kf3CQpkMf6v6cNo0VLnqeL+eZkgzDPUT/TjvJZ/bZqhorJCBAM4cKjRVzICzIKeHx1uIaENDTTedZyL09NgWwiI7LMh/k4GxPQpvMz09DGuKSukpBvlwvojyf8y1IpWsbhEJ9KQ9qb4Jmy1k0KhktVm9LC10QAbavYV4pRwplRAkCxk4gadHAmH+jW6OJgEV3sZVV/jBoo2qz1G01GdmTo++OQtCQBYduB5XNduDyUp7elT1tmixNW/Jal/UvV8XrhT+fv37kCZahxsPfxPTMKBhDSzQ0TYSVri/objrfROLmKjymgy7SduWZXhVJArBYoT5ArOujwIkMFgIE0BdHTKjrccFB5ZUnh5tsR5yovA2X4jsPj2B8UIvaJJepwHHjuU1tRXetoDelU4PQ56eiO6UrA7OBWQ+31kDj2rk6dHbGl4NmR3exnwOy4qqtw0YyvxMTXl5dJGCFUXl6TH3cRnHYFHNYX5QvU1CFfbRHlVbAmcHhjtduYoxEfa9AhB4khzVqJsLnDU0EOvTMxSEt+nnUlpEB6ALqsQ/0+uWmKeniTE1PTxSmgvjxvvq+Z/ID8lCIiJUeKMWBvq+OXNoYN6y1brgjS7rDkTKU6T0qGPIoG2DLQHHUkqOBMA9Bglg0LEwVfHD0vC+L2BZqi9d1eNYGYS3hYYGLlB0rHjRK0klq5tmzmMYm6l1zc2vYULg4Om5mLvx4Om5ukIFQkocmIi2My1AkxUPp+e8mBafFX4Sxj5zgbVcaedCSKxhqs+AcBlsn6Na83HGVAV8shIqPUy5X+CXXQyOz6JwagZO1UPBsiBOzABjUzh/zsXRvSfgCIAFyWjeGRdh5ekyVlQ91e+AS8iBAlw/aFTFBbjHsBbAbNWDmKnBsS3I2Zq66IqLI+NlPLL3JI6Ml3Hq1CwOTJQxeWIWgLJ0nxqbAecCs9NVWD4DuMDJEzN4/JVxbB2diiyDCzC2+8fLqe+7jGN0stJwmzzSrdjmhf7NXh2fm3ebZNjjqbKLmZofJBOrhYC+rrSqT+aYA0qhGCjY4f6Wx1CeqYYenqf3j+O+x1/Bnu3H1EQzU8WgDcBj2PbCEaxhHBYAeWIG587VUJgoq4VVEOP83MFJOBKwVxThVpWnZ2C6Cn5sCv7RSQxNlGEzVRZUCAm28mwAQAESU8emcM5cDZ7PgRqDcBlmyi7uee4Qdp+YxYlj02EOkZASqHmwuYDwGKZOz4FzgTMZj+VccCnD36zqcRybroa/Ra+ePTQAACAASURBVNZ46mdQo22aRaYop82gzyu7/LxvlW7JnpDdKWRgenrMHjt6DgPM3Dk1TqfGZiCEwMxUBdxl4CJYtEmJmSOnsa7qwuMCKz1VQGBizsPx8TJ2vHgEx49O4fFXxnFovIwVQwM4PevC5wJrhMTamQq2PHcQdz20G+u4Ki09NTqJdTNVDIzPYv/YDJyBAnyfo1L1MTQxh5UTZUwdmwrnNwcSnAkUig6EBZw14KB8ei5c8HHGMVBxsXaqAs9lqDGBAUgMMVXtau3KIviMkhl/poZBx4Ko+ZBBEnlbnh5DIZQSmK76OBUUPUkj5uWBGd7W+Bna7waDXuX06LUekP7767VqkoMTc+Aieh6nHzv+Vz/HJSIPDRcSqzyGtSsczNYYjp2cxeGxGbgew9Y9JwAATzx7AHu2H8Pu49MAVD6OzwUcIbFj6xEcPXwaB06pZ6wbeHosxlEoOJAWVFqDEGC2BelxoGBjhWXhyOgk1s3UMCAkfI9hYEUR03Me1kuBgpSQRQdFAKh4qFR8DAqJFYzD8xhGntoPNj5L4W3N8ti+U/j2k68CXY5T3X5sBv9w/+5YPO7f378bO47NxLbbd7KMv7l7h5HgGF3kT14cxU+3jsa096T7X6MfhF65hneOng4XMG89OQ3r9BwGD0/gtTMV2BNlXHJsEt6WQ2H1NuaoqlBi7xjOOj6FNaOTOP/4NFZ4DIWXRyGOTuHcmSpefXQPBmeq4EFC9ObnDmHl7uO44MA4PMbhcAFedFTcswQgJApj0+B7jqM6WYH1wiEUbAtrXjiEAcaxct9J3Hj3dnz+vl246a7t+Oktz+Mf79iOZ27dDEBZFm7/j2dx5NVxPPnwbpw5Pos1czX89ObN+Ku7t+NTP3u5aU9aM1x/4+bUyej5w1P40sZ9KLsMf/DjFzo+z3JizmP4/Zu3LOgx/9tNm1GbJybZ9HICwA82HcR9O8dCa/Kpsoc//slWAPU9AQDg2YOT+OLDe8PXPpcYLNjh/uednsPTj+4NPT1ffXA3Hr9lM275tycxPVmB2HEM/tFpnDVRxl0/3oxLT83A8RhWbBvFBbM1rN93AkM1H9yxUHUZnjk4gSHHgrNyAF4wsb3p4DgqB8bBRidxztFJHN85Biu44Z95ZRyAyq87/shuvP3UDLxTszjn5AxeM1PBzx/Zg7tLW/APP9+G73zpQeWJdZSn54xDE5g7OI7iqVk8fNc2iLKLNx2eqCtZfeOzh3D39jE8sX8c33xsf/B7SvzOjZtTE7G1dbHsdj7m7Sot//0/X8R01V/iBau7h7nYXUzMsBrtxRCQuG3rUdz64iiAKERUQOL/uXUrfvzvT+Ho4Uk88dBuOKOnA68oMMgFTj62F798fAquy/DW8Rl4J2fxn1uO4Oafv4zb/+NZ/PTmzfjcvTtxz8vHsWJlEZsPTGD3iVm8ZmIWr50oY+Sxfdj97AFcOjaFAiSOPbQLayfncN6hcdx4707McQlYFo7sHsOKfWMYOjmDYw/vhi0lfNtW5XO5QLHogAfGP2v70bAyFWMSQ7uO49Ljk9iz/Rg8ziHHZvDm8Vn4XGKlY+Pdh8bh+gwrdx9DcaYKvv8U7NHJmDcqSVpT1yinNzJICClxz44x3PjsoQZjIgPjQZDjYXz2h7dsyV5AG+NJLByvnCrjr+/eAQD4vZueR9WLz2GP7j2F7zz1at1+n713J/acnMWPnjuEe3aMpR47rWS1fj/00AiJXzoxhdUuw5zHccsdL+GmW7fgkU0HcfP3n8Zc1cN9P9yEW777JL5y904AQKXG4HOJsysuHiptwa0/eAaP7FIKUjkIw7Z8bRywglxuJUPSZ0qZsYCXHtqN1xwZx7rTZdRchhqAo6OTeNvhceVdLdgoAFh9cByvbD+KdZNzOP/ENDbvOI77b3ke3jOvwialpznCWGF0NwQqrEajb77gvWSSsRs0C42aukWf1/ygfHTwWkizZHWKp0dKeFWGAlcxlkJCVVTzOSyfo8gF/JqPmaEBwONwLFVekDs2JBeQHseJc87A6YvOgsM5ClyArxrA0Hsvweil52LonDUo+AzcsmA5Ns6XNVz6pnPhcA7mcQjHgjAqwllCAB5X/3z115YSNhcoCgnL52A1hkvPXo3KnKvquftcLfoCYfUCK5/vcUguYQXhCeetWRHLIeg0bl3IqHJd/VhGFe+yLHR5pBuxzWkV9zpFVymb77xAJC81X4WE6VBPJgQ83Z09JaenxjimjUUBE0J1VQ8MD06QvKnD2l63ZgWEbWHt+tWozHkQHoPNBWwmcNHr16MoJBwmwIeKeOn8tXCHihjwGZitZO/X33YBBiwLhSGl9FRdH5aUeMdv/CKsd78ek2tXqmMG17gaDFZQVER4DNODRXCXwWEcA0JiarqKNbYF5vpwawyciTCEzdad57lqKicYD7thm4mjjKvQiBrj4XPLC4odpP3+pre55ncmJ6JNI5WZEL+UQ1671qdHdmcBa1YYCwsWCDXn+WG56GjxzoWA66nnPfPV/KDz32wp4QwNgNsWXI/BkRLC9VFjHNWKh9ddcjaqFRdvOXc1bCmxYmgAzOeY89Qcd+DMVXjD1W/F2b9yCVZZFopCwh50UH7bRZhbOQh3zkWx6MCyLcxMVVE470zMvf01kIEc+LalclKZQKFoq8WcxyA9Bu4HoTucw+IC5cEiqhUPri9gM45iEJ7jcAEbQd4DlygGx0NQLS7NaKD7f81bsjpQjLgQqLFs449WdrS7J+aNy5jrzLHsV29Pr3J6zLH1U6ob6vSCJCpXU4Y5m2nI8B4JzmUY/dxQ/gQcCRSC+Y95HH7Nx1y5BsEEJsseuGVhzdoh+K4yHIkgAmBACJzz2nWoVjysKTqQAOaqHiQAm3MUCoGcBPMKd2xYPgeKDhwJuFUP1VUrUBQCgqnPJ05XUAjC4rhjq0gHn6M656EgJApcYHa2hurKAUCI0ODXCYWOj5ADQveu7G6cqlZCzAeNkLIultcPFtRRgmP0ucsELMuOPYTMEn7J8wEAc/2w0IAIbhweTCpFoRY81YIDVDyl9PgiVHrgc3DBcN6JI3jjnl1YeYRj7dgprDx5Ni6eqmK9NYhTQ2fgqDwDtXUXgXsCZ529GvauMfCaD1lwlHLpC9gFW4X+BE2opMcAxlEMlLpBqZQe7jKsO38A3jEfnsfAmVJudP8R5imFx/cZICSkrWJKtbXMDB/sdLzSflf9mV7sLuWF1FKEt2mxb4SU2SVfzfMC0QSum+tqb4RenANGtSfjkC4TsWRPFnp6lCw7gcKgw9tW2RakbaMwWECt4oWGBpsLnLFuJYqvjqty006QtOlX8fpXXsWasWM4Z3IcrxFb8LptR1E7ci4qo1XM/sTCGXPjKOjSubYN7qru1c6AA0dKDAwWVQiBbcF11OcOF1hRsDEz66IgBHiQTMo9hoGVA5BSwmKqp4IMSpIKx4KljUNGeJuUKg+w5kf9tswJdEWQgBr+5kKX89YV7lQVnnZQlunWbxxdsGaph7d1Cym7Y+wzLc1mHD4XMvTwRDk9gTLkcZU3E8w9OjrBkRKwLQhLNTJ0hAR3GVxfoFb1cdbrzsLhI5NYs6IIblsorChCTFRQ8QKDn2Oh6nMMriigMHYM7zy9F5fsPwj75JOwRifgODYcq4BycTW4PQb3vIsx6diwCg4Gg8gHS0gIzkMLtqj6sJgqF88tC5xJWELCLTioVjx4KwZgM4FiUEHR5gICqjEjuEABSt6kbWHAsVOr0WXlQtX1YBEyNIAm817r9tPrH0OWtDKUNWeG0RNQ+cHEwiCkWXgprchOxvpDRn3ksox99Z6eoJKa4enhIjAosCB3m6n1V2XOg+QCk+UauG3BKTjgHgccVX6acYEhC1i1dghjByfUPOLYqFZ9wLFR8DycN3kE5x87grdOPo9zDx+HkAIrPI7K+nWYGToDc2eehxMXvgEFLiGFgG/bmJmswAoUHe7YocJUrXgocgGHCVTmPPi2BVl0IP3mmqo2YnkoPTCrmHRvFtRlH/UZhQhc/4nFmrLaRDe7+bnLdQO06JhZJavDhp6BdZrVGLgQKHAB1+ewggdyUUi4jg3YqheB9D1ccnQnfuXQVrz2wEs4d/wwxtedj6lV52Dq/PPhWisw4NawyqvivMlRvO70BK46NYqzp09i4rzXwv/VD2C8dj72vPM1kEFcJziHHSgltstUiIWvchoGgrCkQSlhMZXzs37lAE7UfPich+FCRaEqzTHGg/KiApAClrDBAmuZaQ3udGJvlMCtF7qNJoo80o3Y5sXo+dAosVmTzOnxmIiFeJhlcM3GoxqPiTARWW0jMFBwwvugGCgMWnEasgHmWHCC6msWU4YGhwmccdYqrKqU8ZZND+BNzz+NPxndgbNnJ3HinNfh1Or1cAfPQLG6Bo5Xwxlz0zh37AAG/2UX/mj7Tqy+/TO4+E2/iC3nvAUr/Q9CYgB2wcHKgUGsED6qLoMsOPAdG9xTIaaOY2NuzoPNBKTOQfA4imuU0mazwGoWlCQVsMMeCcnFq8cEPC7C38hLWO3jv3mULwUEvVHaVHrarbapFJ4geXsJB7h1L6enO2HdoTcCpqdHe8fjcqZbK+hO7to4pq/VFlALLkvlFNgS4D5T92HNx7qzV8Ov+ThjRQFVC7CKqsBHxeM4d/wo3rhjBz7wwJdw7rYX4DNg9LWXwh04A1PF16HMXBR8YB2r4aKZvVi/8yGcc+owKqvW4NC5b8ELr3sHtl56OeyBMyG5gFNwIG0LXsWFwwIrtW2Bc1XKulawlaenUIDtcxS4muMt3ZXeVXl4jkQYYzZYSA9vM383kyg/IzLa6N8qrTy9OSbmvBUedh5PqGmoXYiKWUuNXub0mF675C1gpi/E3heRwXU+pYfLaL2r+0h5wb2oC3U4Qc43Zyqvs1b1AS4xM+dBWIBdsCGCfBzpMvicYx2AgdWDEFxgkHO8/sRuvPnlnXjj3i04b+IIymeeg+NnnIfxiy4Cr9rwBgoYYD7OHD+EN86cxjnjR3HWzAmcXP8aHDjvf8NLb7kcc2dfAQCQNR++Y2OQM4AJuFVfzWNcoFr14VkWUHBCA14nLKrSMzw8fBDADAAOwC+VSu9ZzPNlEVWx6K7lT4d6mIUHhAR4YrGg++voazNvatcXGComqrAZ1p74cYKJRddOdxmYx2BBJZrZTD2QC0Kg4hSwvnwCH/jPO3DF5ocwNbQWhy59N+593/W465cvx8CZa/DGXUfhX3IuxGwNr33/G7F1dAq/MFtF5dgUTld9nA+O100fxtX2UVx1908x/Ni38PKbfhWPXfl/4Ki1Hk7BhmQCtsfAobw6AFAMrm9QStiMQ3gMZ60s4pjLwKSADAR0jW3BDTr96kZyasUmwX0RVp/KCvdrlbRkdg0XIppA+knr6QILrSiGFYzmEWbTogaonjfmRO9zETUK5ZElTOMy1UNAT/xMxD09RSHhGeFtQxZQdmxYRSdQegRkzcM7XtmMd2/+Dj749GN49c3vxM6LfhHf/MjvYLWzFmcKYFpIrK/5eOfvvAcv/2gTVv/mO1F9aCcuu/oX8NhDu/Cbw2/HvtvuxXkjj+C/fOPP8N7CELa/fQOee+9HMLj6TFQCDyuzLXBXWbptIVGreBjyuPIEAZAeQ9FRuXgOE5BCqubBPoe0nKBkPa+z0quGxhw8+K1076ys8DazwqTrC6waaGV0jfFr83kdPu9Bnh4gSK3swjMrXsjA+H8QSgPEqyRyoSzNIvD0WEH/OC4iTw8PPD22lJCeKi/NXYa161aB+xxnFR1MWhbgVvChF+/FB+/7PFYdPoQn3nYFtv/axzHxF/+E/RsP4eQbzsG6yTmIy16Pw88exNqKi4vXrcTE6QqKK4t4zS+cj4nJE3jr3ffhXfu34LpHf4DRi96COz7wmyhc+m5I20JlpgZHSnhB4R+uOn7DdQKlZ+UKrPAZCkEFRZsJcGilR8AJPD2wggpWKcpKVun8yLBnFjJCIJ+NPT1KFnRl12jfRh7A8H2SnwXFNAqlGeGzystrD0/DkEQ9ZME60wJUdUFE94gfyJbDg7QJJiA8Drfqw5YSJ6drEJYFu2BD1hhsxwYclfe9QgJnjB/Frz37Y7xjz1MoD52JnW+6DA986JMYXXURznrD+Tg4MYfym8/HmbuOY27NCqybKMO5eD3YVAXWTA2Tl6zD27a+gDfuexEfeeo/ccE9X8e211+OF973MYyd+wYMSbVWrVU9FR7KBdyKB9cKPD1e4zzeZlhsT48EsKFUKp1e5PM0vgiJUOD1jWZ1wXqhNXOzI7IKb4s/pHwuYx4c82HocQEhjIWe0J3Z7dTwNseywHTtdJ9F1TUCT88AgLce2YmrNv8Mv3BsHx77wG/ge7//RexccwFeO1dDtepjprgCa2wLBa6EwncsOMGDWjo24DII2wIrDOKVMy/G5b97Lf5jzfuxZqCCyzc9gD/67qdx8swLsPlXfwsvnftWFIKOvtBKT6CtD3Ghqln5HOtWDUB4DByACB78qwKlJ/L0KKXHtoLKOYEHLKsfS6tE4W1pn5kTSPfuocVmZGRk0a1eC10JqFkll8v4faFzUfSl+NrDaoQMmPeQG3iGKh7H6sECfK7K4Wq5LgoB34/C2wagLGSy6KA8MYv3bn8YG37yAGZRxNwf/RH+5ZLfQuWtl6A8W8PoWavxhtNl2LNV8GIBsC1YgdwPFh24Aw4mxsuwBwoQZ63Dy5d/CPvOeCt2XvV/YeXOrbhi7+P402/8IQ7+0gdx/y/9BsbOOl+Fv3lM5coJgWrNx5CUcILu1zIICRVSxWBbyvUM3xcQhajXUJiDKNRvqHt71Xt6Uspia6uyiH7zdmnXU6Ofs0vdK9sN2QOCRdCin8VcdBkGJBlXgmIKtZShwqOUniDMGyoER9oqR8D3eZC3ppQe6TGsXD0Aq+DgnOlxvPuh7+Hylx/B7gvfipHf+2NsG12JTW+8AFe9/QJccOYKDK08jgFXGQYGCzZqFlD0OYZWFMAswK76WL1mBV5Z9XpsvuzX8MRbPoTTDsdHdz+Djz1WwoV3/is2/tKv4fCKX1df0PXBbBuCC9hCoObYqM55cNdyDAaheJ6vjIyAKstrCRWuDS4gbRuDhcbhbcmPYt7XmLdsHqUH+vkbKT76eI0MeJE3IvPQuaZbspdERz1Ec1P8cy4y1h+GZy5r3jMVWiElbNuCZQU5PTofk3HYErCDcGXBOWSQQ/3/s/fe8ZZV5f3/e5W9zzm3TWWGYehFepEiGBCwAKIgiIhYElvUqIman5EYTYwlRk38BqImxFhBYxmxBMGISBNxhs7QywxMH6bcuWXuPWWXtX5/rLX22efMvTPDNAF9Xi+9nLrP7L2evZ7n+XyezyOtZc1wg1wIpJLYLEUqiVGSg594gHf+35UcuHYRdx1yGt++8BOsnbMvY2nO1IomHRxHagXSMQaEseCpz6qiXXuFFOQ9NVbMOpAlU/ble6ddzNEjazjy3ht50/c/xcumzeG2489n8azDXBKWucJB0kxd0vNcQHq8/d4jQ1ssGP+YXfOj8mKBu8fhN3Tf7NwQ0RLS09XTE/i7UrR7esKQwWBh+GFFy2IglPFNagAiM8x9ejFnLfgBuw2v4n9OeyNXn/cR1u23O1OH666x29+cm9bSYyEXApWkpFIi/VCpTElopthajFUCkpxaT4zVkqGemdzwirfw83PeyotuvJZX//obnFQd4LoTL2bl7IMQPktX/jfVgvpWkjOjJ3b9RFIUSE+vHxYXkJ4szcG6xu08c7QZKTo30u2xzc0OagdR7WPp50HSsytsxyM97u+W6G3lDR5CElOa+J63g/cQwHegrD6YGG2mPulpUyqNxTUsJ7mr3kpBbCxaCQ6843pOuPrrrKrM4MYLPshv9V687c0vpf7lm5HNlExJtJKkQiBaGXkcuWJC6voHKpFCRJqRwXF0VTuFRWtpCcHG0YTVcw9l7UFHozcOcu7im/mLKz/CvYedwtde9haMGCA2xvUO+WSn8LM0RytJo5kWg4MxlizNMJHbCjI/4BFCT46lKQzNrNzT46kS3fxaykiPe7y5Just2baum3Avfb7L7m6tle9bO/c47ftnWCtu1kc7QW4/DyY32Nzdy/PMiQA4pMfJsAekJ/OT3o2fqROnhp60wZkLvs+JV9zMXYeeyuWXfJWlg5L+Iw7DLn8AoSXjSU5FK2o9MaqZkUeKilYkQlDJDdWKJgPiZspAfxU12iLXkjjNGevr5f4XnML3XvJq3rjmCQ6+9kpe/uWruenY87n9sJdhe2uYLEcCqXRIT5K1fa7VSMH32jRbbnyDEw6xCGs8vW0ipGdTxNmd0/bfcjEnt21/nPia0MFyCd8anpvMv8rX8o+24ywkLeHST4T0TB5/eEroFhPV9mB5Kdo9PZFyqCkAWU7qkR6RujhRWsuakQbGi1SR5cwZXMbLbrqSqUMruO2k1/HoFy/noTtWkA430LEmr6fIHkdDlUpgpRMyENZ0JD20Uog0IlaIVuZ65IRgMJrKzce9lluPO49Za+7jopu+RaPSx23nvIs1U/dD5oa0kZJI4SilybM/6bHAry+66KIc+Oq8efO+tpOPN6F10yTsLsp6wg28QHpow/1lCwpvRTDWFXjlvvrlgh9X4SlPnYb24CYlBLmfA2CTnKSRUm2N8apfXMnRj/6OG45/Hf99/kd5eNY0jm46CNFkBhtrt/loifVUnkxJ4kZKOlBDCtBKuqTHWIwUWCHAQLUnxkYK0UgQU3tIdcQ9B53MuuNfxpzbf8VbrruMRXseyU9e/jYs1SLpqYYFnGb0VTU6NxgjsGHoIjCWZu0BWakbeCpwSE8Y9ljeSLf3epX/dr/W0T9keF5oH+6Kale5Srkj0LHNXaeJ3lcgPZkp/AfawwEzU5LY7UJ6wA043GMKBb3NWjeHQPueHmEBJZm99DFe950vEkWCm17/YeabOcycMwW9ZhRV1RgtUfWEtCdGS0EivXiAAKTAhqRHSYgUY0N1olqEEu43N/0wRRtrVwHvn8HDF/4F18x5CS9+5P/498vfz40nvo57DnopeSZdZRnozTrpbfWW3/g8PSdLcSVG2uIn4VyUkZ5wXyqmck/Y09NZHEg2U4XekpkQqT1DK6rbPLvZObsK5Sn/3TXH6gzeOxSrSoiP8D8pID0y7HXWogHrhQzSLC9oL2mSccqDNzLrZX/J8t2P5Ndfv5o7HhhheKAHuX49jUZCrCVKKSdkoCS13hi9bpysFrl9UzkRkGolIgWEsUydUkWOJaRaElun3mZ92X39Pofwuws/xoFPPMgr53+PFz18A99/5XtYPfM4kJJcK+rjLcdK8AXHpJEWPT0t35MkrWvgBseamFilq03/m+jcmg5U2j3enI+Fgm/ATDtp8pvp6THt9z0f7ffV09N93ru3MDMJfS34UD7J6+67277ukB5XKDfW3YdrkaLVajN/stwhrSI3pPUEZWHdSAMjIG6N8/ZffY2TH72Vm190Af/xzs/wwpEWR/X1YbTC5oa4GiHNOEo5RBYpXdJjXU+ejF16oSsR5BZTk8iKdnueV3oL1bEcyY1HnM7Tux3D0Ytu45x5n+fQPQ7luhe9keHxHrIoIpXskKRnZ4dtJ8+bN++FwNnA+y+66KKX7OTjTWhhTkG3usXOtgKOLFVNrN1UyCDNTYfKW4eQQaE4hRvq6b8vKk1TBz/dXTk40yQZtqKxacbuv72BD877W2SW88U3/RsLjjgDZSVGK4yWTkkjN1gtQUAu3ZLIjSWTAlFP3KA2KYiUIFMuaLV+gQMO6YkUqpEiK5rEet5oFHH74S/l0ou/SGvKdP7223/N4UvvQDYS0kgRJxlppJyEp3Kbjc2N22yACtb18UBHT48CTGbQ/neFgHV7e3pCz8KENx1rixtWuJZ/tK2zctK/Y77P/d3S9S5QOe9OrcwF9MG7CnSnJBNaLr4mJaQnvC9IPgvjbp5ZmmObTV6x4Aec9+WPcP/xZ3LFP3yDh6ccQEtLmvUW2lhk5JIeUU9IpJv+nvgE0Agn826TjChyFByrFc2RBtVaXEylToTzTRcMgs0MlWpEvTbAD878cz75vn/jyCdu510/+yQzB1dQyQ29A1VqWU7flBoiy4mkxHgFHJs7MYM0zQufy1J3L1JSFBtwKzMOcfXnaIs9PaZNm9kc9WZrbFtcuq3e9kekJ/zrdwVNqQMhLAXmubUdyQ60G6qhlPTkBuMpp0XSIyFvub7UKRvW8MHPvY9T7r+O+g+v4kev/kvyGbNQ1rK+5ShwzXoCkUJLQT3JqGhJrSdGNtw+JoXARs6PAtIDMH2g5gqGfv8L9DVrDEJJhJKs2m1/vn7hP3Lzsefz9qsv5byffYXYpBgladbTIulJIuUYFn7vavjBrMK4cQv44slESOlkfaVFFZ/uHuHN09tCwbeNfFJ81jL5umizYv6w/WdHm0NhNqVeByu3OXQ8bzzdeDNJT1gFASGXCKSPGVtZTjVSBdJjfcuBzbw/+gG3QyNNDl1yL2/43DuoZi2+9t7/ZMHx59JCI7Mcq33hG6hUNcpY17sthSvcSYm0Xiyh4pKeqOr+5koiPaPASEHVvx73VQBIhPv87Yedxlf+7FJGeqbzl1f9HUffeyOphJZst25sj+3UpGfevHmr/d91wE+BCYUMyprpN9988w5//PjjizqqfjffcstOPV54nBtLvdHg3nvdAERrYbze4NHHnuh4/0OPPNahVLR81ari9cHhUVauWu2qX1Ky8P4HWPTkU0XwFY4XkB6T59Q3jlOJDG/+yWWc+F+f5cpXfZCfn/x2xnoHMEoSpWHxKlpjY6StlpMd1IpEOBAsN5bUU9nG0gwpBFpK1o64wapWOPobwN333AFaoZKM8WadjY1W4QwZ0Ixr3HH+e7jy7L/h5QvmcfG1lyFNkyjNaWqJSDOXwOQG4TXcVuMqZAAAIABJREFUASrGsnG0DtCB9ChrscaiBGAM9953P+BuINtzvcKG87sFCzZ5PSA98+cvKI61s9fPrnh82WWX7fTjzV/QPmc74vtuufU3gFujm3t/8KeHH3kEcMH60qVLWbfODfUMgdgtv72tCECWrVhRfD7QRhbcvdC931iGB9exbMWKQnY9evJRXnv5h5i9fhk/vORr3H7kaawaHmZ0uE5dK8ZGmmTC0dOsVthmSt1PiG/5okFmwQrh6Khpi6VPLcZoSV5PqDc2cv/ChSS5QWiJVG5zMwjyJGXdejckriVgzb4H8s1Xf4w7DjuN9/zsU5y28P9QUUqc5gxM60GkOatWLGPDmnXu/OQG8pxGvVkkPatWrOKhhx8pFCPXrR9kzfpBEi/6cPPNN3P3ff585GaT879q9dOkeV6c+zvuumebr7exljTLnvHny5SeRYuffFb5W/lx+O+dfTxoFx525vFC/LZw4f2Fby1bvpyVq1YVBYY1he8ZJ1YAPPrIY+SZ6+9s1ZsMj4yg8fPehGB8ZCNHPXEbf/3dS7hr/6O4/LWfZuzY40ilZNmixSTNJoN+ls/Q+hEy4ZL28SRn0eOPMjKyAdHKSKVk5YrlZD7qiWIFfg+bMbUHJQVjqUtQcikcKp3lDI0MI7VPhmLJgwecxGfedRm1+hjv+/4lHLjiERqNxM2Uq7doaemCM1+VfvQRv98bQ56m5ElK7Ht6us/n726/wx2/63qF67d48VPcetttxfleumwZI2P1Sa9PmmasfvrpIuF5/An3W0LgfPvtt094PcPxfnPrrc8af9mRj7t9cFcd/977FtJKksJX5s+f3/H6k08+xeDQ0CafD0XxNevc/jPR94eYZMPQUNHTkyYpv73tNloe6Xn44UcBsGnmaN0tl+zk9YQobfGWqy7jzTf8N79868f5wVnvY1jHJLnzLZvmPLF0KRsT95laLUJZS6NR90VwSWZyGhvHsIDy9LbB4UEAUiUZGR3GSjAC+nsiAETkWQZ+P2xqxXiuuf7Fb+Qb5/8dL7/9x3z0qi+g6xtZvWJVx/naFttp9LaLLrqoB1Dz5s3beNFFF/UCZwKfmui9ZaixG3bcEY9X3bWcu5YNFQvtJaeeulOPFyy3EFcqHHX0ofDYfeTGUqlW2Xf/uR3vX3vPCm5Y+1SxaGfuNrt4Pa72sNusflaNNFFScPgRR6DXbOSJx9dhjC2ON9pMHd1LR+y9dhkXX/1FHp97CD/8zHd5al1Cdc2o6yXQEpElGK3IlaBPVkDmCCVRWpIIQS1SjvIjhWMBVmKkgEgJatOmAYO+ydT9xpe/4qVcd8/1CGDabtNZsX4cZS1aS8fJloJab8zSWQdw2Xu/xLlXf41LvvNh5r3sL3ng0BciGynkBoFw9DVrEcoNlFOxc4yA9AhribxzSANxpDn0sENg0YMYu53Xy28EJ5zwok1e/+E9y7EWTjjxRHhgQRHU7cz1syseH3PMMTvd/5YP1eH+BdjtvD7h8cZmCvfcSlZa/xO9P1zPFxx8MOCQm7l77U0yOA4jgwWn/kUnnsS9K4YB2H3OHpx++iGAQyliJdnrgIMAh/QcMHcOUgjiFcs47pEbeOUdP+K2l/8ZvzzoNA6oTWFmv6I1tQdrh2lphZQZmRS0cuMooICJI7SUbAy/UziqaJ5k9E/pY99DD+au1Y8BsPc+czju2AO46YbH0VLQ21djY+5UoXRuOfCg/Vj2+IPUgd5qhBCC2457Ncv2O4YLr/0SJww/xjeOfwe90/ZCbBziwP33Y3FjNUYMYTKDtAKQRYY4c8ZuvODg2cSrF2GsZWDqVFqpk7xPc8Ppp59O9thaeOLB4nHZdps1Czm6vriXHXLEUZy8/4xtut7GglKK008/bas/f9ppp8GdNxXI/n7778fpJ+67Tcd/Pjw+9dTT4K6bd8n9KvjbEUceWQwjnbPHXBppzpqNTQAGpk6F0WE3x8avkf33P4CFdy4FoCoVff195GubGCHRaZN3XPUV9ln2ON8856Pcctop7P/IKsZaOS0BB+69D8NLFpFI10CtVYSuVVBSUE9yXvjiIxkzy1i15DESIThsn715aHA5AFGkiGIN4y1mTK26/bNWA8aKZm6dW6bNmcGG9eMA9E7vJx3bQKO/n++d+yFOePBWPnfFP3LX4Wex6IgPupl61Yi0laHSHCsEs3abwxpGnWy1kCAESrmentNf1nk+jzn2OHjorgIpDef3od8sRgrYd799edFhu8PC+eTWMnfuXjwwumbS6yOVYtasmQyOJxhrOeDAA2HZE0VSddwJJ3DAzL5NPn/1A6sAOPnkU+ivRtu0Hp7Nj0PgvKuPf+RRR6GXPdSONU48iT2n1orX9953X55esmGTz3/6/t+QG8v06TOYUZLDLH+/tY7ONmXqVDejR0BUiXnxi0/gCw/OpydS7L33fgzOX49NctLcoqXCiIw565dx8fX/zmNzX8An33Yp+xy0J3rZEP39fTRHm8SuEs5eB+3P+mWPAQ16emK0sUyZOsD42DBGOipbLa6RizG0LxTste+erHhwiFQIZu02ExlvwApBza+ruXvP5smhFeRSgBAkWiF1jlGSp/c7jP943Wc57JGr+dR/vI/b3vkPnH76B7nhhhvYVtuZSM9s4NaLLrroPuB24Jp58+b9aiceb1ILKkBlzvGusNCwVh4sWp5ZECzNTTG3ACbp6bHWaa7774iV6FD5yI2rbr30nht42w8+yS2vfjvfOfsD1FUVam5x5V5O10h3Q8+URGWOtyyVREeuybMauRty4pOLlm+Ii5Sk5VeM9U2muqKRUkDssnpd0TT9YFGtfNKjHMUAoNHfz7WnvJUrXvU+3vLLf+PEB67HSEFzY9NJEuLm86hq7GQVPUUgID2BGw2g8NWMzdDSnoltThAhQNJtytTzA/bvvinvDCuoGTvI8Sbyk4nf13mtWpkpFI+g3ZOSmrZP5l2+N7MvLgaUpp6WYlpNPvyzy/iTB67jijf/M/cddQaplJg0pxIrxgL9RCuqtYhMSRcEaucjLUArQSI9lVS6xCdvZUSRpqpVQSHo73PBWJIblBDUeiKslOTg5n34jaOFIK46H7NasmH23lx+wSdp7HsA7/3J3zNnZKWjtykJaUaileNzG+djQTku99O3tZQF1aKZGVp5u6enFXxyEnpbmYKxPT09ZTrO1lp7rT37Jat3he+16W07/0SUqVPhnhyaqgtfK/66yfDQprdZcCMMPL1tytAaPv79j5EJxaUXf56nZ+yLTTKslow2UxoWN/g6N466ZiFvZohIo6WgkeRUtKTq956WdHQf4f1QRwoVOan3SCukEMWeZwSoSBIb6/oUtEJKQbW/CkD/1D5EZnj4sFN4z0f+m8OX3Mn7v/JR+lTmVaZSbJpjwqBiHB01TJWfdDjpJJLVJlBObfu1QHXf/Jyezt62bmrwZMsiPP8sdp/tsl3hexOZo3t29rl2vD4JfS20SQTZ6oksxIDGOIEL6emcYdaao7dlZJHCJBmZce0Ehyy5i3f+/LPccMIF/Oe5f03eP0BqnVBPKFzXjEVGiiSzNHxDfF9vjAS0VohSX4/Mc4wUaI/0xHEEwsWRSggnZqAkNU9vm+GT7lwIhHI+qGLteoJiRaZjLjvnvXzp/L/m1O98AUpI2LbYTkN65s2b9xRwzM76/mdiBa/VP95VG6FbfO0eAgMdSjbBUrPp/JBgRaAG7ZuepZhREyxLM/7851/ltLtv5FvnfZyxl56KfGiVU2SLI3IlSZVwErj+Bp9KicxScmMRShJFigxDRSuMdbKcAE1/bC0FicFzNwU5EIcqkF/gUTWi5X9X4HpmUtLjN57cv3/BYS8GBnjDry/joKWP0XzDMchYkWU5FQuiFiH88Cz373NIjwoBH07hRwnRHni3nRd2S0IGgRu9I471h2Q7utjQTmY2H1CbruMmRQHBPS4rSmU+EClf1yQ3zOiNGfXNn1lumDoyyFn/8Jespsq/v/nzVHWFSm5IgCzJGKhGbMwNUwEbSWpRTD6eOMlQ7yNNIZju/QI8tQ3Xu6AjSawlmZREwJT+igvGMoOSwhUPmm7DqtBOelIl6alqMi/tqZSkFUUsee9HWV+fwnn/9F5Wnfp2oguPcwInWmEyh5wCpaTHFEIpxrjEJsk7e3paxXmbwE9su1kXNq8stSUz1vUwPBMrN/OW/fUP1SZrmN6Zx7KW0pwe39Pjf8DEPT1OwS1VspCtPvrJe3n3T/8fV590IbedeA69Y24wqGikiFgz2syoWzBePTEXrkpsWynCKx6O+54eE5IeQAsXjAlf5IsiifEVaSUFLc9eyIVLdCJr/X+7wl2tJ2YUiCJNkhlkLWJo2ix+8NbPcfyN3+Ad3/8YX37jP5BO7UEnObaiqfukxxR6xNb5+ERzeky7b7Dz3JZ6ekvFOeX7NSYz5wOhp7ntH1sSg5lMUvmPtn3m1AzLfVmdr5d7wMsWRAy2JFkdYsQwW04It4+F+C3NcrJIY+otkiTljNt+wAsfuYVvvebvWD73BUS5Ja5FJBbfoqDIgGpuULEmyQ3j/vf197oCgFayUFoUSiIzQyogjt1n44pCKkkDmCldDKoyQ7Ua0QJmze53/3Y/HygRPk5VAhlpLJBJwe8OPI7pH/pvPjBt2nZdg53a0/Pssc4m9F3VnFdoq3c1HqZdizbzc3omVm/Li8UekJ7cWCJdCtAaDfrf/AYOXfIwH/rIV1k1dS+qAzWnhtPKkLEiVy6QUhVdNHqmQjiFmdw4OlmkSKUkUk4gIFOuwacFrqdHCZqZQcQaKyUpgsy6Ju/QoKYrGus3jjDJOvcbRi4EuQ/86lqxfuoefPLdl9E/PsQhH3gbPSRYKYithYpGpHnR3xMkqyW2UKVSBpzSb6gqbt/1yia5EZWv3fMN6dlefuzW2M5CerYsZODfZy1ZSSykKC6EQMxPUO+ekt7Kcnbrqzg6HTBnxZO88f2v54mjT+L/vf5j1Pv6ybOcPDdkQpC0MmpVzUhIBiJFtScmV5IkM4i4nfRoKZxqmxAY6Xrf0mZbyCBUnKdOqbliQ27QSlDtiRH+/QBVj+Km0tNSpRvipioaGzm53oUvOIW7//0KzrvlSo78zuWQZCRKkmcG5f+9MmsnPbltJ4BhOGnSIVndOWiybGGOWDiN2yNksD1Ijwstt23Oz66yXeF7u7JI0yFZXd7zjKVbsjo1ll6fbAQfSrWrEp92889410++yHfe9FFuOPFcN+RXSSeo00zRFc3To02IFa1G6gYsCgHKScCLSBf0tli3WQZNV4h2+1tFE0WKONZYj/woIWj6KraOFForYmPIcKhPrSemty/GCNg4vhGRO1q4lALd38fXz/kAD734XD78zUuYu+hBTJIhKpGTr8aJ7wjjZmh132uCZbmfwTcR0iNcQBs+Z20oom5uYGVptlzJGwqkZ5JrWSA9z9Oqwa7wvYksFAHMJOfX61xM8LnSnJ5JronBreGQGAfJ6oB4KinciAUpiMk595MfYP8VD/FPb/kXVu5xECqSRMZQq2ha1iKNQWtJik96KppWZtjo97cpA06AQEdO6CMH54NZjhGCyMeEUaSQWtLwibuqaJRW9FTc3rX77AH3+6VLmnIlEbHbw0Ts9jSEIJUCvxVvl/1BJD0h88W2H+8KK5SMigXufkd3sJB20eC6h5OG6qmWslBGiqSXrB4agjPPxFR7+NQHL6XeNxWUpNIToXJDnmTIWLvASwqiagSxQkrX/Cz8jVhqV/lKpUAr6YIy5eaF5NYlPZGUbrhVrEBChkV5JRwRoMxa5DYgQCmn6GGUpKc3JlXuvwHqSmAFbOzp42vnXcLwzD15x//8PX3NUSJjMF59ruITqKTlpKulbS9a6X/XrkJ6AmLojrVdh/qDsh1dbZ6oODCRlVWOAjpRloYvz+ZJfbDRIVmdGmb2VhhtZjB/Pp++9APc8+4P86s3vJcIgYkVeeroYVJLWo2UnmrEaCtHxwrpk448TF+PFChJ5n0ZD/U7X4K0maIjReyrXQAzptQc0pNbT2+LEUqGESBF0pNJSTWSrloeKXTV0QNqPTFWCMaPPoavXPgZ9vnFTznnf/+TlsIXEZypcH7y3M1J8UhyoEa0JpKsnoSGUX5te5Kesr9t/WfKBaY/+mk7eN35xyrvc6GIMJFktRvMaaj4Nd5Kckzu6NQX3vQDzrvmCv7trV/gsQOPBenQH+FnxMWtjEotYuVIg6ga0agnRdIjtaSSG2SsHCoChXobQAMXBCopiaqR87VYFdK6UrqCBDiWggsCHdKj/byf/r6qG9UgQAZxESGo1CJ0K2Pxy1/HlRf+f7ztin/ggCfuhKom8UlP7pHVNr1tIvU24+9Dnc+7/b9d9IR2gcGd14n9LKCd7f+1UaLwHRPZluhvf7Rts/bMyEmQnknobWXa8ERS5+G7tXSsgSBZLYQT8KloiRCQJTmVtMFbr/k8mZB849yPsbZ/GtbHf9pYeqoRTWORfhZiYi1xnhNVI4YbaYGMTul1SU+kXVKTCpzSYeqQ1ygO9DaX5CQebVKxJookPTVNJgV9/e57gg/nWkKkCopb6hkRqZKkje3Pev5Akp7fD1Qbhod1b8SbzOkpqtB00LVyH4wFJ9Eq0Nsc0tO3fi2ceiocdxzr/usbEMdEvmG6WovRuUN6VMUlPamUTls91p6/LCHNXdKjpIMjpUt4lBBFxp0Zixsd4njIItau8oZg5qzpAMggP1iJ2kiPkqAcfaC3t+ImxvukJ0zYTaUg0ZrfvOb9LD7yZN73o08we3A1eaQxrZyK52E3PEVAAtJnr9LDuZlxs3smmy69tba5jSD0VT3fJKt3SV/BDq4abi3aVpasbqXtHoPwsXJ/QWYc57m8hlq56+nZa/5N8JrX8MU3fZRl51zoel6Mhdj1syVJho40raZLehpJTlyNED7pMFrRygwy1kVxQHkkR8TK9egIQdpMiSJFVauCZjNjWg0p6aC3CSVI/b+toLdJQU+knfhIrIirEcofn0hhtWK8NpUFV/yEPVY+wbuuuQzTbKKM64tTPrA0nl7k1Ns6JasD4lwMJ50E6QEKkYjtRnqeMb2t/deWCl3PRts1PT277n5VvjeW6aK5baOCuadvZbl1A0iBRisjSzNee8u3OeXBW/jER/+LwRl7OMqa8qqeStESgp48d0nPcJO4GlEfb5Eb43pwtKKS5aiK6+kB3JyenhikoJm7oDBSLkmJIkW1EhXSukoI6v40RZHyQaAhtRbtUdsp/RWMlMyYMR2ZO1q4EoK4GhEnGT29MQ8cdTLffv3Hed2vL+f4+28kaaZYHJJrhZOuDupt3ZbmlmqkJqC3talLHUiPf19zEj8LvczddM9yX9Bknytf0+eb/T57eoL0tHu86XXuvvaBmhjmPk6K9NjQAuEK49L30DRTN6RXCUG8fg1/9f2/Z/3sffjRX3waIzSJUqRKEsea2FgqFU0jt4jcEEWKxECcurk8g+MtKqWCAXgkxxfzXJHCIT2xLyZUYuWUfH0xXVc0Uazoq8WYUlEiF054wyq3X+mKRlXcnqakE8RKdgDU85xOep4aHOeuZZM3Nd25dANLBp3qiiltoNviyLcv2eBUqDZjtzyxjnVe7xxCH0h5PhAdc3rWrBrhqcfXkuXt9+091iDLcx68ZzlDQ3UGmil2uI5sZey2dJCVC5eTG8vsex/mbz7+VhYc8Cd8ao9X8/N597D78g3MWT2M1ZJab4Q2lnS0ga5oMuXgwWpPhIodva0pBDRTVJ4jlFOyMVoSKYlWjpYWqmDCU3JaWe6ek4IES6XmFqz0MGQcKQztaplwfAJ6+iqkvlqHgBTA0+lSKVm9fIh7z38nt77oPP7qR59g2voVmCQjFq4hfLVXzxG2TW+THsJd99AqtASxZoQbH1jF5350LzfdsZSVazfyvZ8/gLWWq+5tyzxOZmWuNMCCpwZZ4a/5pkjPxGtouJFy/aNrsNby4/tWFs/f9uR6Vo80tvgbnis21sr45cNPb9V727RS+MVDq6l3DRgbaaT86tE1E3zS2eL1Y9yzfIjxJOMXDz1dJCblpOeh1aM8tHp0wuMa2272NdYiGgkz6y3SJGPuaJ3MWIYeXUNFCszaUX734Grm37+SKYvXMvvrV/CWL3+CWz/wLzw97WDW3f4k6pFVTN/YBK0QWoIFHSusdTzmHg/Nq0pErdfd2BNfgQ4UtxCUyVhjpUtiRgfH3WaiJCvHEwwwtc8pUXUmParoEyzobcojPdIhPXEtIqq6pEd42psylicWruNb5/4dOku44CdfIMoSqj0x2hh0RWOynHULVzBz6SA2yYmH6+yzepho2Plflrfngqx8cBVZmvO/Nz7GQ4vWdVyTUI1M8na/wV3Lhor7MbhELqhE/ez+VZsg4K5i6RKony5cyeasmeZc8+Dq4h4fArxncq9/cv04d29mP3kuWhl92ZH2u6cGWTHc4Mn17T24TGPNcsPs8SZ5I4WROnrUqbdlac7+a0dY9LvFaP/++5au51XXfpm91j7FVy74JE3TgzJuaK9QEpUbpHb715RmSq2nwoOrR6j1xKxZOYzWikqkiCJFX5J1Jj0ebRWRIsltIchT64nRkaJW1cUcESUFDWNBeGW3SFFtZa6pO3bfM21KD0iBkBIBSOUq6JVaxEAjoa+3ApFk5cC+fPPCT/KK677NMbdfS64laTPF+qKfbCTw8CoW3PIEX75lEV/4xu9Is5xVjz1Nj3EFhgcWreWz372TaxauoPnU+gl7esL67hYMufqBVX7GX0nUA1v0yJV7SkLc8tiajdy/cqTjWj4/U55db0+uH+fu5UPtYbGlmPDGx9ey3seNIblJ05y7blvMj+9bye2/XYSwluElg9BMJiz2Xf7dO8hzg5ZuePaqpYPssWIDfaMNxsZbzF01xMz7HuZ1n3oX9x/8Ym467/2kiQEBiXLMgkqsiK0lihWN3EVxUeQKctVmQqUW8cS6cao9FaJIoTwtNNLS9eIAUkvEeAsjoFJx+1TkBUNC8qJrEXGs6e+JsB5BBYf0KO2K5EYrdCVCVjSZkgxUNbkQGGPItqNPFJ7jSc+dS4e4fjPB0nWPruHu5cPt6m5xU37mx7r2odWFrO1k9pOFqzoCr9xn7UV1JVS9/A944uHVLLxziRcycCo2B64ZIU9yFtz8OE8tXsfs8SZ6zSjRWJPe4XFW3rOMvjUrefeXPsTNp7yWq06/mCdbOatyQ1aLafRVqR8wC6UUj+4+lb6j90L3V3l69hTW9FQ454xDOf+1xyCFa9qMj9qTp+ZMRcaKM847itH+CpFfnBtrMX0v3AtwVbBIOend/iPnMjZQY3VvFaa4pEDUYu7ffSqRp62BQ3qGd+tjdLd+Djx4Notm9JNKQe8pB2EQZIfvwWhFs3xqD6e+8jBedfbhLD39fK478WL+/D8+zMzhVZx7yCwqtYi05XuHLO3ma+tkGdcueJKahWjZBm65axmPP7CS+Que4s4HVnHvbxdTT3P+5dePbxFpKKZh++tzzUNPc4+/5uFGVTR4TrKIFq0bY949K8iN5fPXP1Yc83/vX80Dq0Yn/Mzv07aV2/zU4Djfu3v5Vr03nClj4co7lrF8qDP5W7RujB/ePXlSevuSIa5/dC1LBut8985lE/b0/Gbxem7xgXewEEMbY2n6G2VuLXqoztzRBo2xJi/YMEaaG4buW0ZPliOXD/Gb25dw64IlHH/fLbz0qi9z6Tv+Gf2SkxnTir4ZvWTVmHXTeklnDZDhaDQn7OcQTx0p+quaPU8+EKbWOPllBzMyvZdmatDTe+k9dh/3Pj/kt/eYvRjriVk5UOPFZx3Gi196MPvO6OFdpx/Esa97IVK6SnJunaLacX+yP9le0woKaRRrXvKmE5wEaKRYPK0XZg1w7pmHcsFrj2aPvacRHbMXrczw4OwpTJ3Zx/j+c7jkLZ8gkRF/9stL6Y0FOjdE1QiTGwYXLqe2YQw53qR/cIwZ4036Nvikx5gi6Vk2/0mGN4wz/9ZF3Hb3Mn+NA9Lj/paRnl889DR3LG0nFatGG3ztd08BcPmtizsKRtAuEg3XU/7j1icnXR8AK4YbfPv2pR2Bt7HwTHCmO5dt4PrH1j6DT2yf7Zqenp1Tsf/5A6u5f+Uwdy7bwDUPrnbHKAXSaW6ZPTiGGaoj125kYGgMAFVPmD7aYPldS9HW9be85gf/Sv/oIB96x+dYM2UqU9aPIq0lI8hGuwGhS6b2snrWAK8+61D+/MX78c4zD+GM847mwreexKUXHMWxZx3K4ml9xLMHCiQ1VpIZs/rpP2n/YujuX7/0IM694BhecPgczj3jUC443+ktKS/OM/fMw/j7cw7n7POP5uk5U2lO72XGfjM5/ezDOfaw2bziomMZGnaywtL3Shx84r4sndHPiacdRNZfY2Sv6cTnvZQrPnQZL1nwY1700K8d4hNEgNaNIdeO8pvrH+En961k5K6lrF4/zvJ7l9PXSDDGsuDOZSx/YCXX3rWc5sOrHL3dtlFU1xTvrke3mMHltz7Jap9oWtr+0I30GGv5ycJVPLx6lN89NchNT6zrupbPz7RnV/f03LF0A9c/uhaDux5ZyS9/fN/KIjYIKM3w4Dg3/uJB/vWGx/n1z+4nzg3rH30aPdLYJOmpN1JW3LaYRiP1bCDL4gdW0T/SYMqGMYbWjbHX8uX8xZf+mntPey3Xnf4molpM3kgwQrC2t8KSGX1M6a0woASR1oz7olWkFSsGagzvOZ2zzj6cd//JfnzglYfwpvecgvI0t2l9FXoOmcP41F7Mbv2Ig3dn0bQ+qtWIu+dMQ0vB8WcfzmglQknBa155GK8990hOPX5vzr7oOHSkij1s75MPYLyvSrLnVGYdtjvV3afwxPQ++isRCMHJ5x613Zn4TlNv2xVmmbypC9qVPrdG2ipq21L2CpX+zZkpoTjg+wdKcGSAmYus470YAAAgAElEQVReAt+cX0w6b6RuMKh/fmysReR2EISWZL0V+lYu540f+RDzjziLay96O5VI07cHDFmotzIaaY7qiVFCMDKtF/aaTgTUKxGtLGG/uVOQYipqwVIyC7X9Z/J0I2N3JdlznxlIrdHKwaKpVlRm9sNTQ0jheP5JZqjO6IV144yJlN5+L2CgJOurMTpIF+KSHlurYJWgUo0Y74lJLcSzB2DlKGpGH/lowrBW/MlLD0ZJQX9PzMKDTqG5xxTe/tPP8uipB7Jxeg/LRxogSkiPwDXaBZqPdecpy3L6tCLPcpIkg9yQZK6+lRlH25n0Ggc6lP+b5qZDQtR0JLCbXyft4AuUoAPxez6YMVvfZF6mUoSqY8d3lSpfEx7Ltime5fNYpok6KmhniFsEfNiiEmoMiNRNb09TgzaWJDWYJKMa1lAz5QV33chZN36d5T/9Ofc8JfnEaQex5M4V7PvCvblLrGT9hjpTapGj1UjB3jN6eRRX1RqoRrQGqlRGW8ycPUBeiainOZWKJh6owbJh19MDzr9WbWQktxx/6oFM81Wv171wz+LfEQI4JQVTp/ei+6ulwoJgzv67wYJlVLRivBKhazH7zZ1afL42e4AN9YSN0/s44Ph9+J0V1Jds4Icvfz+v//VXOO/Hn+ebp76fuDqATXNsbsmnVCDJEZlhNI6waVZQb5PMoICslfl7mKHuaQebo7eFAafF48x0+ElrgusXGGpbojKGBKmooIb/fwY+Z+zzr3G7XHDYkZZ5xcPcWNfzBgWKYK0lMwZtDNYYbG4QYR1kOVlFU81y4iThglv+m6npCN951d8w1t+HjVKmD405uowQxNr11VglafZUGO2NOWjfGRy0r/8h+0wvftNDsWb5HSs4tRqhxxwduqKd0EBt9ymwfAQpBEfPnVJ8Zn/flwCuPxSgf49pHLuXU4ganjVAj4Hjp/Uwew/3ubNOPoDr7nZDPqVyPT216X2sn9nPrDlTkJFieLcBpu03g8c37M3Xz/047/j5Z4mynNuOexVWWlSa0eyp0KgnzO6JEMD6oTppM6PS66WoGykVJWhkBpvbTXp6AtUdNqWRjjazTgqbL/qG5Z2VkppAqQo9yOG73We3fk380Sa3or+7CwkP53+0dP/MrXXiHp5SnOcGYcF4fyrfQwHWeTZKo97yQgbQrCe0etzYD7FsOe/62ae5/YhXcO+pr8MOjhPXYkw9cZRmrViLQ3jSZkYcK8b9WII4UozHmsbu/Ry4/0wOLB131XKX+EdaMm1aL48t2cD03hg9bTeGG08Ta8VQLSZSkpn7zcT+dglaSg7au+2zL/cz1OYe4PawqXtMRS0aZEhIZs7sY3DtGKOViL09GnvEifsVUtjbas9ppMdsYU8LQWq3XOO2bACZ2XLQ2q2hHhZw+bi5bc8ECQM3wyIOev55bkjTnPGxlpv8nubI1NCfjPCOn36aO155MfOPP5fcthWmhuuJG64mXMAhBMRa0kjd9PfcOuJHuLEHAQAtHbc4BFaREmgpi+/yb3cKNZ5TLLwqiLHwJyedCLTfF0lRDC1V2inBhWGiWrp5JeUgLjMGa9uBnfYDHG990Su5+fQ/5aiPvYtZY676KrQqenqsUm5QqT+XFayb8ZAZYuESylYrw5Yq01vqLyjm9BSBm+14zthOytTE32G6AnPPZbfPzqrZtnKbDVsfIJbXf5meUXxXafOeyMpNnGV1m7KvZbnZ5Pq2Ubn2tc+tRWQ5ylo3nwYYH22AbSfOB959M2df9SX++S2fJj72hTRT992RV2rKjEH6ZCcMMQxVryjW9Fc068YSKkEKNyjoKIVf5m16m3C+ZWz7uW4LPhtedz4WKKSqSORj7ag73d8Ta8m6sYSBqkb4uQ1SCkQc84NX/CV5pcKbf3UZ1UhA06k9ikhDliOznEak0Lmlt6JI/XnujyVYR8MwaU7TB77hnIdNvXxNWmne0YQb5PjBi02kndcvJMjGB9Gbs27hAtv1eGssfGZX2XNxRlawcG/McluoG4ZLFJAelRls5pKeoA5ImmMjjYokb/vpvzN9fJDv/eknSaTrVbPaSd5KY8mxCN2mkWnpkqDJLFZt6emwnxQ+KDt9aCJTwc9KhTEtBcP1hIHSgE6A2bvPAhzSI4WgnmTFbwt7sBICFSmGBmbzn2/6J15y78854cFfOyGEZkpdS5JmyoD/3UMjTbJm6sQTjCVppWjrxEXwssPWdqI0bWn4tn8009wVGEqy4abr/WVJ6pBIlYUR2pT8Z9+etSNsV/f0ZMZRC7sLduEeVRQOwrXIXbIDLh6UWKzbKDfZPwc9bb5RdwPqc2tpNVKyasTUkUFe8dG3M//Ys/jti84nr6cIKanUImimGCHorSiMhUqssdYSVxSZ94U4jCJRm/qdUr4/VUn6vciB9rEhtP0xkoKK7uxl7baoy3eH6wn91ajw1/5AQZ3cfbfantNJz5aq567A0W7gC2/dFjcOc1o2Z91IT26DJnv7dWvbCz5USdtIj096Mp/0jCfo3CLSnL6Nw/zFlX/P3UedwW2nX4iI3UJNMsPMvgob6ilaiiKoUVJQ8UlP5BtHw00d3OJK/Y00zU0psJJF4CRKC1h5LrT7b9rBm2oHduGxDT09KvQHtRd0akyxkEPCVXaoKMwyMZaHjz+DhWe/jTMv/1v6x4cgcomOsGC1RBiL9jttxeBUQ7KcSLhz2EoyKPUgNNPNc0HzLhW4NG/L9IbNYSJqVdnczW1iGsFk6NBz0cwzCBA3DUQ7P5hv4buKSmQJ7QmfK39HN8WjuFa2hPRYi8gM0kKauo1mzFfKYmM54KmFnDPv3/jmG/+Rx3Y/gP5q5CSbvRqVC2hcb4CWggwQUiA9cqO14x8PjrU6Aq56mvnPtxN+CAUE9zsn2ljK7y38Rsl2YaGU5GgvQtKNZla1ZHCsRX9Fu9/vext0pMh1xI1/+nEAzvzJpYhm4oROYoVIDSo3NCNN5IUeMuPO80BQ1Emd3HDTzzLqRnrKvQbNzBRDK8EnPeFaGrtJ0loUGMzkkrzButdGSJieics9H5GecCPa0f+uNDdFkBzmWHVIVudu7djcuIDd30dl5hTPzrrlSmavX8HPLv4Eua6CACU9lz83CGtJcckOuN6eSInCpyayilcS1T5wipVEdPmb3FzSI9t7Xfm5oUZaBF3F8+F3aYmS0EhN8dvCXC0pneobwOBue/DNcz/GGQt+xBGLb8c0U8YBFSn6vU+MjDbIWhmR7+lJmynK2mKoaWhS70hYvF+UB5RuDHPFAtITxAxo+0N34lQgPl20tl1ZBHg+W4gfw/kMcUVApzd6+n64j4WBvdgS0uN9qVsIa2jE0RhbjbTo+2o1UmLT5D1XfZpHT34VN73k9a63s5GAEq4XtJm5pMf3bccltbWwv0SR2/MmYsiEQp/ye95wPXUDUb2LBn/QShYFgcmSnrCHhaRnqJEyUNHF+0PRYXP+u7X2nE56nNNv7vU2r7usBLQtG0C+FRuvMZ1ygrmxRaXSHRcvOdiePZOmWfG4rOefpTmNekJkDHFjnL/67j/yyGEnMf/kCzH1BBXrIlCY2Rsz4he8EoIstwjhNoh64pCe1JiOBRckPYu/RRLjZQWldMlNabMIC18IUTx/5+3z3euhx6CM9PiALCot6DKqFCpqZYdqJz2ux+DeI1/Osle8lrdd+3mqyTjCOoqbUT7pyUPS4zZKkxm0P4dp4pTpQjC8ucnV0ObZluVVQ5DWHk7avpYTWaDBdTeMlqkDzybbVm6zo7dtG9LTfR62FNS6c0dBD5hIZS83dpNm3gJFMLZQN7K2TW/LPLIQkp69lzzKG//vMn74+o+ybMY+tISgr6KK4ZyxT1qy3MmBKincELcOpEfRX41YN54U1S0pHdITe6oNdCI9gk5/6DbVFbhpKUqFhXYxIlLC/6/zth5rybpxVzkLSJWSLumxUmDjmO+f8UGmDK/hvF9+DRFJROyQHpUb8lpEbJxMfpYbWrmhzx8iS91wyFYR+Lrni0GmpUQ0ydsFHveaKQoBxm7qn+VBiltz7y0HFW3Fqq33uV2N9OzaGVk79ntT05aiDkhPUVS0bm8Txk18x9gi6RFZzssX/Jj9lyzkW+f/HXJKH8IYEG5UgtHKCRcY19MTmqWldsWzzSY9pcBKic4ESZX8bTILwVoZDVJCMFxPN0F61q51vcTK09savqjhjiFIjSsyap+IESk2TNmdr1/wcV5709eZfd98mtbJ9/b4YtzISAPrE0RjLVkzQ1qLzV0GrwgiEZsW0lqlgl6gSpVV3sLlL+7FpXujj6U3UZqF56+Qwa7u6Qn3sHD+y8XU3LSRnhAj5plLegSAxa8DV0TovheOjDqkJ/ExoLGQj27kfd/5RxbveQQLznyzG5cQKUwjBSWp1mJEkpEL6PXJTtWrGFYrutSioKhoVdCxy6ZUu7jd7yncwfegXcSLpKC6paTHf5f2xcThekp/NSq+q7+ksLi99pxOeraE9IQgK1Q5ig1xG46VmS3Lp5bnEbjjdwbRAenp7OlpZ+5F0uPpbc16QjVNeevVX2TNjD259rXvdUMHx1vIivbVbcNufRXXpCncBN7MuAb/ilY0Pb0t9YFasLD2ylQzcAs1DCcVQrRn4kCx8FXp+RCnydLn8XMMAr2tjAZlJVQpku1KQLDA12wZiKqajSMNVl78Lp7Y6yj+9Kf/TJw0kBY378fzxgGqXhHMZMZRAjJDkuQIa4pgeEv0tqLKZcLjUk9PqRpWvrbdlvnAPLxcvvabo3A91ywUE7bqvcVn2ohN2fIt+HHBczadwiBlta+JkIIyVSME37nppLcBNEYazBxexZ999e/42anv5Mm5h5O3cvBKalluaaR5gdSUkR7j13lIerRWDFQ168Za7eqWEK6nxyNF0L7JCyHwgoaT3tDlBD7aQSEtIz1KFn4VrKIV68ZaDFR1x++PIieXjZJkOuY3H/k3Dlj2IKfNvwpV0cjUJT2iN0Ybh8imxtHQesOMlVaGyJ2vhfML7XVfTkTLs37c47yT3jYJUpdNghCWLbed68jd+59ZT8KWjvFctPCv2eH0tryd9Ix2URuNtaQhiPOBWpQbstxwxj3XcdLdv+T77/xnElWjWo1d1OeDJamlk3VOc1LbriYLT+PcbNKjAtLj1EfLVDjdVWyYyJQI+1GJ3qYkubVF0BVMBP9Vyic9poPCk/niXkB68IMaV+y+P98+9284c96/cPDaJ7BaEfu9a3SDK74oXwzIWxkyJI6AFiFItgXqE4Locj/cxmZAetqFnoJ5EP4Gv6N0XzZlpAf/2eeXP/y+LND4w1UKxZ8C6eno6XGUNpM7Vgs4ASfjblCbID2jXgAmabqkR6Yp5/zo86ybNZf/O+lNpH4vE5HCNlOEklR7IkQrIxeCPr+2K+Fv7JTSwPlfrOWEBbmAdgakB1zCH9DViZCeyfwv7FlKuYJ7bi0DVV0cd6CksLi99pxOerYULJUVS8pN6NuyAWSmTVPb3O8p09sKGlvevvnk1nbQ29KSkEHQILeZEzJo1ltcfON/kUnND858L7LiZuzY8cTJywakp881Y4YsOzcO6YmV7+lR7rlyUFVsAqUen/B8oLeFib7QjfS0A7HTT32JO3apGi3wwZySBeUG3GZSRnom4lkHpKeeO134jSMNqrWYX570JtZNn8sbf/UlRJ6RK4EwboMAqISkJzdIazG5O4eyFAx3IwGbXL8uaN8hPe2KmOnYPCZeQ6H3p3vQaVBlebbZNvf0PIMqepkfXq7GF6+bzftkwXO27f+GzmuQTZD0FNLW1l37MHxUZm6N5D7IFstX8tZrv8CNr/gzHtnvBEyaucQoVs6PtGRjMyuSltwnDaGnRytZbAA6duptg+NJR+U5TMUu00jB3YCFEGjV3iy6TU/kL35zkbJNHw0obfcGFSvJ4HhCf1UjCb+fAukJmZiaOYNvvfpvOXrhDZxw5y+RWY4ylqi34tTdPBU2yQ01f4iN9dRTBdvqeODueRUtO+aHJJnpuD8mW6C32QnQ0sksrMeiok1nD8PW2DN9//barpmR1a7270hLTVvIoJV5sRjr1pWxbtAuuKTH0ZAtyc/+l9ff+j2+/hf/wtiM2ag0czSbzGB9EUEJnOx6kpGJdhEs7CUhsZjIyklHN9LTRlY3R2/zf7vobdAOuoLttacTGlH+nhCKIuEYgTIeBjTKSCKkU25btNfh/OT093DJ9z9D/8jTSH+uxoe9EmqWu/tdK3PsBe8zkUcKMutnIHmRpIqWHb4TktAyItSN8GSle3JA0MsoeregwfPNfh89PeX+7qIYiruGm/b0GKyxSP9+EXp6zKZIz3gp6dEC3v3df4Es51vv+gRWKJLxFsIP4bWtFKSkp6eCSjNyoNfTyMJcnVoH0uPQ1e5CGlCgsK6nxwtaTYD0aNn2xcmSngLpkaKjj0cV/+2Q1j/4pGeiAKr79QINslBo+myDI5ehyc29p8xZ70Z6wmINSU5bvc0H5aEhNHdV6GOv+y6zNqxk3svej8xBVhQyVtBIiKqR33ByZvY6xScXOFE0WrueHtNGaEoLpru3oFxFDgtPiLZAgRKiHaiVkqGwsINPhIRI+EBQl+g2gWYXFrUQbSnsYIEO0Mytk9A1tphu/4NXv584Szj3livJpWxzxQVFtcz6gNbmrslaWrchweQD3IJtep1Me6ietR1qgZMlMGGdbHJz28Jafa7ZM/n3tIsNnUlL+/XN04pCcBVobuGt3fS2yYUM3Gth6J/MDcpClhp0lnDeN/6Bew9+Cfcc+lKnipbm6NwUA3crWrKxmVLRyvfMtYUMjO+NCUlPpBUDFeebnT09bkBcgfSUaKNKiAk3lWDdn4mUdOIJpY0CXLVsIiGDaiTJjWWgErWFDAqkRxTRXqUWMV6byvff+U+84qdf5ZAn7iWTgp5qhJGCyLaTy6r/7o31xFMFs+Jch2tWjVQHZa2VTSBkUCpEbdrT4/8WyOuWC1zdCfYzcbln0qf2XLGdjfSEazLaTAtZdWMtme9RcJUKw17rnqLynnfzn+d/lMG5+2AjibB+uG7ukh4nniNc0mPdLLcyvS1SomiOnsjKfQNKTkxv21zQNNF7lHBFvN4upEdqUfwuKd0AyLi0F4Z9TnuER2qJ1k7Z1AjBo3u/kGte9VbeMu+fqKzfAELQGm26TTF1CGieZAhXQQM6kZ5YhSGUOD/LykhPuz8kWNnPoFxIoANFLyNAwBbZLX+0rbP2zEb3OKBwoRi/sUQPNsbR2wCUv17SgjUGMYGQQb3uZrplrYxzrr2S/ZY9zvfP/CCm4mbEpRubbjB2rBAWpBLUemPXJyQc9ayqZVFwrlQ1JviCklTUZEhP+z1Fz43YtKcnUrItMjJJ0SEqsYiC77qBqu75MpK0vfacTnq2VJnrQHrYPsg29Gps/vfQwVkPm3WR5IRg2rR7erI0byM/PtsXec7hj9/GUXdfxxWvvoRWtUaUZKhYu8Vb90mPdUMXZ/TGCBxqo0pBjUt6siKpKC+YbkWoIumRvnIt25sQePW20veEr/rtb25xz4UeA/8bhBSe3iaL4wfJ27KCnBB0BHxhk8iEKAafau0m/jZVxP+c9UEOXnIvL77nFy7pyQy2FqNLdArpN4qgzjVWd5tAsoWhVt0IQmra/Onu4aSblaymvdbalLlnp2T1Nvf0bAfS0/25IPgx+efbvt6B9JQ+kxk7QU9I+/itzNATKYwBmbmeHpukXHjj5Qz278avT3kjZrxFFmtEmqONRVXcjTxWktFWRqxcn1vwLyUFuRREZXqbR3qAUuWXdk9PIfghiteEmLhRNFh3gSJSDkUNAckWe3r84/6qEzJIc99kHSnw1WeAmi+erN9jP67+0D/zp9dcyrSR1fRECqslsXU9Oa3MEPt7WL2ZoqHYpMuFnZ5Idaq3ZZ1yq2UhA2M3RWK7BSu6aR1lCz1m5Wtueeb0tl1J59k1PT07CekJQgb+mmxsZVjr+82so2aBC9SmjKznLf/3RZ7+zL+yavaBiEhjfTJTqUWYLMeKtgBB5n0hsbbwK6kD0jN5yKKkKL7DVZdVx2uw+Z6Abj8D56f9nhZatlUr3bBcFbk5WvUkL4QUpBCkmVNIDM3hUrlhjkaKIqC8/ew38MD+L+SCH36WWo8kG2uhemNIc1dkSzKf5bhzrAhy4I5qGu6H3X422iUqUt53uvel4DOFZHVXjPQs3LJ2iO3ynp5QlAmxXkDhfLK5sVuy2u9lyr9f2ID0bJr0NOsJTa048I4bOP36q/jcuz+H6O9HKSdHnY61kJEqBs2jFD3+Xm+V85NYywJVrVU1eYk+PSnSU6K3hT1PyrYfxbq9L4Ue88n6VosY0ftvoJNqv6dVA6r0x6Rn89XmECxZ2n/D88/UMmO2+LkydQ02VTIq/paQnjTN28IGfuEfsuRhzvntlVx51ofZOGU6uZJEuUF5eptIc+JqRJa7oLyiJX0eohSh0bpIeiZGerrFBNrBWKmnh5JkdSk5kaKdkYtSUgShR8HL+CrXb9CdWIVjCV8tLztC5DcOI9yGCK45XEWKFGhU+7ni1Zdw9q0/ZO8HFiBzg61FKJ/QhMZZW5rcO1J38O/W9vTkpRtTp5DB1vX0TDRLZktUzOeaPSP1trDB0tl8W/6urZGsDoljN4oW3lNu5oVOWdaA9Bhjikbpl1/zDQbGh/jxS96FqcWYVkZWiRCZwQhRyHVWSvS24F/CI59WOHSnoLf5OT0AsWrfqOvpJPQ2XyRQm0F6NqG3KekrzP71DmrApkhPCP4Gqm2kRwlPJVUSK9xA4cDpRktWH3cyvzrxDfz5NV9gZnMUoxWRtV4aPHfzw4DxhlOYMr75up2gmE0q0K1sAiGDUjFgE3pbV4C2eaSnM2kJa+2Z+NyuFjLYFVZOAnekZcbRrMKeFubChOGIuUfe43qdd/70c9x++BmsOPUstLHIWGG8b1SrGpM6fwsBT+oXdmJL9Dat0Fvo6QHnq8EPyqhQ4W+b7enp9M3wXHc/D7hqufsbenryoqdICicbLEVb8ldFLqg0giKg7Our8u3T30ZLxpx3yzeglSJ7K5g0x+RO7puggAeuV9UjPS7pcf9d7Up6QgAd4oxyocl0+VLosSyPBSi//nzas36fluWdPcFlIQNrJ5Ks3hTpIbcIs2lPT6uRMmvwSc7+8b/ztUsuZUPfdKJqhBQCG0lsK0NWnCInOJSyL8ynkq7fplJCenriqIPeFms5YVGuKEgoSU+kHBtIyMKPgv+F/Sj2xfSJLPic9kyFgs7m2zS6pee3x57TSc+WJatDD4H1g7naG+Izta1BesrKbLBphbI7CQpIT+gbyVoZ0+rrueSqz3H1We9nzYy9EZEiDxl1xUGUAHFN00hd9VgIUfAflXQN+NL3IjSSvAiKJuIqT9RfEwKnMo2tTEOTnvoWqf+fvTePl6Qq7//f55yq6u67zQyzsMywyx4BUVAQcUBQRCNqYNy3xMRoNJrEmOX7U2NiolGj0cSv0USjxhUhATdUBC+g7DvDMjDAzDArzHr37qo65/fHOafqdHXfe3tmLjjm9X1er3n19O3q6urqszzP8/k8n0cU3Fg/FpV0vUeU66btZKv9ucPP8ueP2pAeVaS/fdATRQoZSVrGgBTsGFjCv1z8V5z39X/goA2Pktdt1iJXouC9Cm2V3ABGXP+j2Wp6QsjZP08DXnSYCZuJ3qZNN2nQgqWwT9ke1/TMUofTdqx/NN2LxfNeanqMdbLyMvHZ3qenC9ITFsm38py+RKFd/cApq67jpNuv4asv/TOyKCFzmaoskmglyQJ6TBIpRqZSaq77eq41ygXsKlJWyMCjLXEn0lPU9ChZ0kUDiqcQnTLToRWKbwE6GylBrW43Lp+MiCt0Um8+4+aRnlCyGpd5tkGevW4TK5JGxB3HLuf2o8/gd//xT4hEbovRtWtOmmuIpG1Kqg0xMNbMgjXO0JeodvW2ak1PnrfVuk1Hb6uKI3Qzz5cvM9XTHjqtPd1Iz9NZ0zPXzqun/hZIz1RaqIFqA7qZIZXgDZd9kk0LD+XqUy5kdGyKSGsb9Dh6WK0eWyefshYndeM91aaoiYlctnmmmh6gmKNzRm+TokO5DeDIIw+3rxeS1XlZUxTMcX/9Stl1wtPbEDA4kNCKYi45990cuOUxzrrrB4i+BN3KkG5+2SSec4Apke5YycL/qc6zkaqQQdCYvdqA25iShRCi6GYv5tFvgj3dNT3eL/DrU1rcZ3vfR6eysr7KlPS2qIL0iC41Pf1PbOQdP/gkl//2H7PpyONQWU7s0EmPqKokKujaQkn6B3zQY+dJolSRYOjri63/IiyFbTr1NintfqZU6YNKWe5XRZ8eT5+O5PT0tsBHtXOurBHySJT9zB5v+Az2Gx30dHOgur1ugkd4Cult2rRlMkvEwCM9Psp3jxWkR42M8KYffYIfnn4R6447zTZmSyIyp9YUx6qI1uuNpMgeg83iFkiPNq6mRzmedffFHAIBgqBGxyM9UlaFDNqRnhDyDPuORA7piXzWTbV/fltjxgq1pwh63HcEi/REkaJpsAXcwAOHnMB1r3wXb/3O35KkY/b+RpHNjGVWf9MvHKPjNvM1W01PNcuV5joIhCoZsx6Rnn2d3ranFlKJejm2eA9dJKuNmVF6vkB5tCloTP7v4THV3zd0mpuZphFLSDMO3ryK82/6Fl9+00fYMTgfgMxR2XIl0ZEkc1xmsH1uSqTH/sZ+nEexaldvixVDtSq9zSE9sQyyyW4OYBMV0/Xo8e8XlCqHlt6miAp1nACllZ1ZOS8XOlSzG2GuLb0tTizSo6XASFlQcXSkiN3c+++z3sD4wiVc9LN/I3J9q5qZRmQaajGTEykCSIR1trQxxMqqNDbidiGDTvU27dg7PuhpR+qq9LYZkR6fbAjm5/9DesJajrk9b9pR02N/e9sR3qDTnJfc+mBnWXgAACAASURBVF0aU+Ncds7v04oVY2NN24MniciUrx+IMcaQY+eElIJMShs5CEEcOdWm2NX0zIL0JG7PmS7omakmoKqSiLumao8eKKk9kavz8wnItvOIkt4WeaRHWvGTWj1mqJGQKkErrnPLB/+V5678GUc/eCMyUiRpDkkECESR9S8ljYuaHmNoxLKC9LT36fF7F3TucblPJOl2NkIYFP0/23sr+ohRQXook3oTLvjXhoKlUiA9rtdSB9IzNsZbvv13/OC5r+SBw59jfcBME9VjpKAMemoxytHbpENOUku1cfUzAb2tFoPwCT01Iy1NOT8PbN2NTVzY1wrFNiWL59MlHcKEgxLlnCvre2auCdod+40OemZzvEqp6kq/nD34rNkaKPpjQs769EIGoWS1FTIQWvOK//406w45getOucCiG0mEqkVkSpD5YjKXjW00Erf4uSxuLSKSQfNE2amYEY636YUMbDBj63nK90jRroDjFac8NzZEhKS0NQe+OWlRpFa5Dk+FC7MIcawQ7js1+uLib1GsyKGoP2gKwYMnn81dx53Jm7/198g8I4sVaEu1EUYXSM+Ya/padaqq1onImbZ6LNtR2f+23c/RWftTbiL7YtCzxzU99F7kGt6zUCGofL0HeluBtHVSB/0xVSTPB/y+pqceKwa3bOYNP/0sl5z7R2xZcBAttyk0XaCSSWmR1VgFSI9kpJm6wsoyqaCkFQPwYx2cZLVDKEOkx89VUQl6hJ9Ls8D2UpZd5mMpiWJJs2Vpm76+yNf0RJUAyl/HoKM8WHqbldMVymafkYKa22hMJKklilxAHkdc+ecf58An13LWNZeS5hZRE2mOqUVMOhQ1wmb7c22vrxAyyEpqb27akfBm1p4M6kDqgt/WPk4fGReS8u65MeW/Xu3pRnqejroC/23meu3J/e+pDY1YMdpMreiMskjPSbddzQkP3chXX/UBtFC0IsX4WAuV62JPA6x6G5BBKWSgRLEHRImvG1DEs/TpAVxW2tf0tNPUYDbJ6s5jommQnsfWPApYVTYpSnVGaN9bPWVURW4Pc0hPvZEwVItsgAcMHXck337x+3jFJZ/mgLHNDGQ5xjEcisaubh3MtCaOZIEcVGmkI80ufXoqybqwpseuv+01WqZYs/e9PWsu7NfRpyekhJfUw/Jvo1NZWfPjhQwKpAfQTnXUr4PGwNvexuNLDueKsy7CtDKLlOQ5cS2ywbcrF1CJKoIe4Rg4mZtnPqjwpQX9PuBwDIZaJKdNyoUsB7+/VCWrfRKuFqmOvcmbZzv4JPmQS0L6eexFgKZTON0d+40OenIzc/YvlAh0DDdgzyZyls8uOZxXkJ5SsrrdSQslq8EO8LcOf5uB0e1ceeG7iLVBxRIZK6JaTColmQtEhI/GB2wm1g+seY242DQsfaU90+ydNG8hBG+Psc/9oPPnKmp2ROlMWSerXYDAbxjWf7JBj1TdkZ4SZbLHVpGeMuhJir/FbsPw/KCmsfU7P3/uCppJjfNv+jZpLBG5Js9szYbO7f0dc/2PZmtOWu1RkOalk+aRwmr2uWq29itwzEO58v9FaWSfWe/p2Lbse2fAOJuzaWkXJf+8SnsCe9+7SVbHrs9GM9MMkvOOL/w11z/rAlYddjKkmtxlYluRQijrcOVKImsRSdRe0+OppLY5qXOskjLoUU7JaaAWWfSjwkOuRaqQxQ2FDCQzIz1QCoT490ZKttUneEcvlPz05q9jXj0KkCoruiCUtMkEVdLbdGTrIVIXAMqBfr75lg9zzs++wcBN11up6VaGTiKarn5AGVfXUSA97QXW/jENfrPib76RaVpF6jqTENOZpVt2E82Y8bZ2fN4+yEDdK3vKJKuDPj0L+mKH9NhxOu+h+3n1j77AFW/9GyZqg9ZZTxRjOyesSptSBYXNU5hzUwoRpJYjA1hqqcbuAdVAppv5ugElK316VPs+182KudlBb+uC9EjX1DtSKNEuWa2CPTMOrz9WaCHIhU3oDTXi4j4sPWge6/d/Bj959Tt57RWfYOHYCNohyL4tg3T+TK4NsZQF8t3oqOnJ6E9UsPeU6akqauoTUX7+hL2W4H9vc9Kn2zJ3j7uqurqEmFdABEirSI+lK7UjPZ/6FKxdy+Uv+F3ioTrGNwfNNFHNNfaMFSa2wUZUD5QEi3kmipqeKLaBkm9SGsUK6dDV6ZIF0vl54JCecJ+qMHtmorfZ48q5O9QokR5/fXOh3Aa/4UHPbB233Tgpi5/9oXswk/MeNkRt2vv0VDPSpZBBWdMDcPK9N7Lihiv49vl/ghnsJ9baSnUmirhu6W2Z61MgXLTe5wIC75gNOiGDsohSBBKaokBVvFWpZmGRtK3pkUWwBO3BiaUk22CmqOmR5XG21kGW6m2+SK2C+Ah3/tDhi2OFcJuHV5OKYkWcqCIjDdASvvEdfP4PPsKxa+/gWfdfZ9VNnFS1R3omnWNWdaqqVg1K01y3oT8hIjFzTY/pWjC6L2bNno4+Pf4wY7oXl1v0Z/r3e8lqj6BVnWH//2aWt12TNjbLZIytJ3nlf3ycnUML+cnpv4ORApFaxx2gJQVxLSaTdq7FtbhwYmphTY+gmF9KCpJaXI51l5CQwgY+Yd8Qe54Q6bHnFg4ZnY4+4C0U/Iil/azBoYHi9dijqqozK+evo4r0eFQ1EwKkpJb4oMdyuDNpOeG1SDJ64MF877V/yTP/7J0sG3mSvJmR16JCfEUZw2gzc9l+WSAAPgNdID4VCevwb81KUqIDLZ0h6PEZ6yJDjUUid0dy1zsgT5c9LTU97nHOa3pc4+ZcGxb0JTZLbQzzpsZY/pd/yOUv+j1GjjkBoY3tNZNEjO+cREeWjeDFCuoORfHqbVJAJm2TUrDzN3c00qgHpKceSZRznsL6H18PN3NNT3fBn8EuSM+xxxxdNCaWUrT36QmCp9ghqT7oyQXkQlDvs0iPT2IuXtSPBm4842WsPepZvPfyf0JL56DmZdCjDU69TRQ9XvpiRTNvr+mZ14hL1IZQyMAeU6VdV4UMwuTB/0b79dT0hEhPmUzVxjC/EbcjPWk70iMNYEq0j6uvhk9/Gi67DCMUffP7IMttralDUy3SE2FiZX0yh54I55elUiIcilKLbGI5TlThO0axpVDXphEyAIpkH5QlFrbftQiCnrKmZyaktUB6RIn0hPS2uRAxgN/woMdmJmZ6vSxu9dxJ/77dtUz3hvSE2Uh/vA+Ecm3pNmGfniUTW3nv1/+Bj77tw4zU5iHrMZHWqEhah6MR05KCzEXAXsjASw56vv5gPSrEB8A6Xl5C00ff3SWr2xf6giJT0NvKzaIIkLrQ0srPxVFnPL2tDJaqdUT+/G10glgVmYMkiQqUJ3ZZMiEFRtji6zy1tQU7Bufxjd9+Pyuu+g8O2by6yGyZNCcXVla3FskOp6rb7wftwar/raajrXU7hx9vUDaB2x1k5DfBdku9Lcgemi6O5eyS1e0bczWg9P/XFTRNO3pbrg3P/PElHHrf7Xz94veTRQojJSLTGJfVaglB4jKvmZTUG2HQIxkJ1NugHOeNWon0eE402PlYpbuEma4y2dA5B7qZ/zxwSE9AKwBPSxWurqf9XP46BmpWyCDXppCsFkqSuQ9Iavb6c6fYk7r6piSSRLWYx444mfte/3Y+9rUPY8bGyWNlu8ZHEmkMI5OpK7K2zRl98JXluivS06rQ26r0091BenJj2gLiYt3fXaTnf9EchfB+zN05jbGqoZ5yuqARMzKVYnLNe7/8ER5//jnceewLaAzUEFpbak4SMblr0lK2hCATNtCpuYDCqrdZxyZVsqS3ybIX1mx9esDVDYgZhAxmqumpsB/8/4e6qLdFUmCwFFFVrekJ62ClQAsKB1ILQY5lMQzWowLpavTXyJVkJNf86lXvYmBqjBdd/x2iSBFpg5ECFSI9ShZ7Sj1WbQm9kamU+Y04QBM6G7MXyTtKhCesW/bB0f+2+fDrsky3K496VVifmJ/XiB1S7o6vqLf5R2EMi7dugje+Eb71LSYWHYAw0N+IQUoiYxzSE5Xqbb622tPWlCqk4YW0tatesjpyiQL/XClFTalpmQhRVDbHHnSBVqlIWj7CzOpt0I70VGt6kmhmlGh3bJ8Iej70o/uYSmeut+hm4SBqZZr/74f3AfDxq1axY6JVbnqmnd5mMPzNj+9nstX7Z3rJwdvW7eCSO9YDNpj56x+sLI7JDeSPbeXh+zex7tGtmEeetO91K8eW61fTJ+DAraP29fEJXnPlp7l0+WuRHAiuCWeUG4SSmCSiMVCnJSVNRxUzkaWc+AyZX2gX9tdoxGXzQyFKyVzfD2cmpMcv1P1JRF+iAnob7vUSkfEss7hLTY8UgkaiqNdjavWYvkTRl0Rtn9WG9Mj2GoR6X1JwT5UUDM1rUGvENPoSSwVwfKBMCkaeGIFYkWnDEwcdyZdf8R5+74efYiidQEuBSHNypZiayjhxy06ameYjn7iKT334h3ztpw9w8Zdv4r/vtv0WmlMp2294xP6OQfYrDFjbJKs1/ONVq9g23mofJ5XjwkBqrrKtX77xMVZtGZ2Tc4Xc5rvW7+Tbtz/eccynr3mYzSNTbX+bjZJWPRacjDDlfRh++El+fN/mjnvzNz++n/FWxtdvXst9m0aKYKbIlrnjxm5fw/hYkxuuWYXaPg7A+vU7+f6ld/D3V97P2h/ew/GPbOGA++7ivP/8DN8870+oPTFF6iQGZaYRtRgiyRTQN1CjGUlakWRwXp2BtuakmYPY7WdLIehLFIODdWr1mKQWFXRMgIX9SSF1GxZ2+vlU1PTQiXZ2M1+cDXaONhoJk5NjxesDSUQ9VvQH881bX6JY1J+0S8wLQaMRI2JLNTKxoq9ug77cOWtNJckTxWAtojFQQ2/Ywfdrz2a8sZALfvZvpEpiWhlJPQZt2PTYk+y/Y4xGppm4+gEmfvlwkWyY8nSNLbu465Y1gKO3GcOP/uvm8nlghaPWJcitmh9DpXPnzoHh2tVP8qOVm6Z97zduXce9G3e1BU3d7JI71nPbuh3Tvt7NNo9M8ZlrHu762vDwMLes3c6ld65n+3iLf7xq1aznG2tmfPQnD8x63FSa86Ef3VdsejpAvG5ft4OvXb2Kq664h6yyh/3HDXZt8fdsw85J/ulnD3Lp127kL664l29+6Xo+93c/ppFmpGu2oX75EH03PcLkyg2c953/y7ztO7ns4JeSjDXpm9dAOvl3UYuZ2DKCSaxj1MpB1GL6nHRu0adHCFpKFoI9NiMtiGt2X+omKhDaoNtz+hNVzF8IaNwzIT1d0KC+OGJhf9Jx7EOrVpFKQVSzyY11Oybp94XiFUp4qiRJPaLeSMhcUmVgqM7C/hqDQ3X6B2soJdFJxCMjTWrzB/juue/ltDuv4phHbiHW2gaL2iBuX8vj37+bWiujb/NODrhzLWbttjbq9qhDejbe/Bh9rQwMNEYnOXjXRAf7xNdYlnWTbrxUkJ7P/OJhNuyc5EcrN3Ht6idn/A0uuWM9t6/bwR2P7+A7XfYTgP+8ac2c7WF7Yntb0/PvNzzGQ0/MfP2fHV7N+p2TQNnyJDcGqQ2br7NrgtaGJRt3sJ/WrLlvI9GWXfZ4v16638k/1tMmn/jKB7nmty7gz7+/jQ//1eVkkQ1WdKzIrnuIxbsmiBqx1QKpxeRx5JgCkjSSSJcMzyKFSBQD9YjBWkTd+VlgqWqNRkJSjxis27nXzWr1mMTNyYX9CQ0n1iOdOI+nqRXnnOY8YJNyjVjRSFQx5/qTiIFa7B5nnvu92tycZS/tl49sY6KVU4+nvyHdLNykJloZv3xkKwC3rdvBRScvLZxPHxyFNJsbH9vGSDOd8UcIzWcS126f4M71O1lxyjKm0pyrHnyCv32Z7YWTa4MemWDLxl3U+2LEjnEY6i9obROPb2fgsMXMm2iyce02LvzFl9i0+BB+/qyXsXR8CnnG0chdk7ZwUUqaRy/mkGcsYtPmUTb31zldClCKtScfUkD3Ppt18bOWoo3hr39gAz8lRIEC+YZRvUhWv/usI4mk4PZ1O9vU26xaW/l/S3frhvQIvvz6ZxMbQ1KLeNNhC6f9TJ+9DqHTZYfux0EvOgZuWkckJX/01+dTb8Scf/EpfO6LN0CrBUIwFkec9/tnMvzodtInxmicdTRXr5rPyavu5Xeu+he+dMFfIHNNXovIJ1os2DVJs5kxtnEnjfl9PPLYNmqNhPs3jfDqk5aya8cEzY07SQ5bgjYmqMMKYeiQqmUD4AtPPKhtU6wiQiE9bq5qelZuHOHIRQMcs//gnJzP27odEzyweaTj73c8voPzjl3CAUP14m97g/T4bNbDT44x0cpZPFBrQ85++eg23jGZsnLTCEsGa+WG7LP3/p5uGWF05wTr12xDjjVBKTZv2MnDD2zmjv0GOH50inljO3nt1z/IZS95J/qFp7J5PGVLqlmwfhtyMkfFCs4+ltH1u7jgzc/jB5fdzVgt4aMrTmGBc8g83zpsLiqF4DWnHEx+0kFOpSniDz/w4uI7fO6ik+lPqvQ2FaA1pRKiDObWdBYKGbzwqEWcfth+3HBd+Vt9/c2nMlCL+Itzj+lQuBqqx3zv955XfB7YQOz5LzqWnzU1Y9rAyQfT34j51WGLOTmzKM19i4c4cH4fv3PyUtLfOoDP9dXIteZf9v8Q//qlP+F5N/2IlYtOpT7UoDk1zvgTYwxNtGhlGiMge2KUZNEQzVQXqI4amWLT4zs4+bTDaGYaZQyPrtyIOHxJhxDFbiE9un0/KHpDGXhs2zg7JlJeNs1779s0wsL+ZFbK5oNbRomk4DmHLJj2mKptGZnirg07p3197fYJVj0xyolL53H747MHVDsnWty0Zvvsx02m3PDYdt763MOAMnMP9n6sXruDdNc4k2nONQ+VTuzdG3Zx+MJ+1m6fYOdkygFDdVY+to2p1Vu4Zsl8hp7YSb0RUzc5+a5JskWDzF88yNIf/4DnDl/B51/9dyw85wSuf3QrZx04hMxytID0gCH6Dl/IVK6tLLXWqBcew+D8hr0+SsXQ8VrM4ucfDretJ5KSm5fuxwuHGrz/9MNnpYF+5ILjqMeKUw6e3xbAdlMwrVo1EQjwvrOf0fUzpYAbDl7Iixsx/+clx/KOM1ssc9+lDc01gpuW7sdJg3XOffXJfOUbtzGRZLz4lSfR10j4whtPLWSJ/+z/nE9TwP6NmBVjKWMHfYwPfu79rH7lR9i+/zKkAbFtDDGvQdxMScaaGCnId4zTnNcH2GDXYClvYxt22p4rQDLZImmmxZodyvkXktUhvc0Fyf4O3vjYdpYftZiHnhxjfiPmhc9YPO19vH/zCJGyPsKD0wQ2924c4dAFfXO+hz1dds+GXRy1eICjl0x//Xc8voPnH7GQZfMbRcLOGIi1ZnLDDjh0MRroG2+StDJGnxwl2jUJ9VopZBAiPcZw0bVf5on5B3LfK9+MHuzjDacezH7z6vzLzevYftLBHDpQ49ZHtnL2UYuRj25HL+xnpJ5wiEt43XvUgTzfBefr9p/HkYsHOOfoxbzgiEU0EsU7//IlAHzzLacRaUOtHvH2g+ZNW0/zB+8/rxAjefNphwJwyZ3rrf8ZK/777acXx37opcfNKDn/tTc9h4FaxAdedAyxk7Q/9dAFPPOgIfqSiO/+7nN7+WlmtX0C6dnTLHjoeOUBlaEMdtxG6Jjdnt/tX9sdJzRUkBqZaldHGfONpbTBZNrKULdy8EIFjtdsMk3NGGJtmPetr7Bk50b+58XvRGU5OonIkwihpG24KQUjqWZBf43cQOYyYbkxluPsFuKy661TuHDXK0RQSO1qZ8IsV4d6m3te90VvSiBpV1qLCqTH99cpa3p8/COFjdhrrhFi4qBJoI0e569BivZNRghBzfXdUVIUE2qgL8EIC8ciJQjB/EWDqL7EqtnUIlrGcM2pF5PojHPuuJxIG0QcgetQPTXZQmSa+oI+piZbHL6wv+hpMDnRwuTacsh12ZS06JxcyZB55aKsQpmrIkJtBaNzRBWYy/qgkNs83TV2+/vuID1hMXVY7+Qpo1XJ6maW2zoed49DyWr/PgCTm0L2HZcZGxtvMjXRwqSaKBa88aef5Y4zLuCBI05lYPEgzVpMbicDShviWNEUgolWxuIFfeTGdoIfbCRFEqYWS8ZbuVOQKQP2JJI0ajGJ20T8WAU7B0JUBXxNj329o1fVLEhPSIGLpKSvFnHueee0fR5Aw6G0VfOvh82EPXV052TK4EAdIQT9fQk7J1MiJchlqcDYV4upLWiwM1KI/Rey6cv/xSt++B8s2/wIjf7E/hZTKSrXNjNdsyhSnxC0HL0tURKR5qQOYW9m2nLVsfUKHUiPe8wqc6mbVZGesCB7tp5SvjbUzDJH92Sfmkn1c/ny5cU1z/bZ5fl6q89pZrodmQ7ek2kr8pI7CXG/Ztn35WRaux5l9vU0zUlds9E0zekbqFn5ZJdUOrC1lYuu/Dz/+Y6PMjJvIdFQnckkop5EKG3QQlCLFTsji4xKCWmmUTWFcvuYFiWaKZUgcnMqduMwUtaJ6tYvJLS+JCoScqGD1RO9rUtgNN1n/tbxx5O7utfBeszhC/vLlg7BXhgpaa9fWplqA+RA4ubjgMuwAxy4sJ/D9uun0Uho1RPuO/R4bj7n9bzpp/+MMJld4wzI/hoq04gsp1lPIM2LuTPazBisxUgpyFtZIX4gtXHKX+X+ZceFF4oxbftKld42OpUWa/VMyQfwbIfyvN1sNsXOp9r2tqanl3KH0D8I/QJpjO2/5J9rgzKQpzkiELeCdqTntAeuZtkTj/KV89+NHKyzYP8BTjnuAA47aD5KCKaUJJnfx3gSoXE12VLSFKUUdCqCBLWntElZJP8Lf8uNSyFsbdx0TIRwz/O+nq939efx1pdEMyYdwj0sbN7tmQtzhfTsE0FPpveMS23CrK9udzS9U6aNKRqTlkERPU3e0PJgInsd/KJHgXOqczeYszS38KQfwLkpsjlRrjly40Mc/t1/51sX/CmTcY04yy1NKzdFUVgu7EIz3xUkGmOdHWNsVtMP4nolcg57BHgUyAcpvSA9xetCFO/zr7fXIbT31wl5zNNZlWLgKXfVCeXPGwZDxXeRtq7Hn08JWyMVK8mENmip+PHvvJ/nrbyKI9avRCURNVfk2ZywTpnsT2hNpSyd32DUyXtOTrRA2/4Htsms/b2KxrEdm4Wjv1XGkHdyCuerklGbC3uq6oPCTF9ome509nYP6bGPxjmgRdPeXBf1PGVfCCs97X+DdpSnkvHXmiy1881vFuPjTVpTKaKVcfaN3yNXEVf99tsgzak3kjI54msGnNPfl9iaOK3tuhCOPV9HUFOyTbCjVwuFDMpaunIOSMGsSI/nOu+t+Skbzusdk2lBGxqsxeycTIs5We1ZsmOixWA9Rh99NP918Xt57VWfZYgmYMgmU2Ltgp5IImJFQximspxWpumvKcjygrrRyq0EK9hC3U56W3uwM5OTVG1LUF3rZ1b5LIOJmYQP9qTmZ7b+brkuE2q9rA9eyXA283PIW3gJVpXSdn0PJfnB/gZpbmsZUx/4pHnhhOVpTq2R2KL6XCOylFd86gP8/LkXs+aQ4zBOrSzThrobU7m0jtOOiRZDTkwj1cbRYGydnBGlYmioGlqMw73k80+3z7Ud04XeNp2Fe1jHa132zEhZaqxPIM32fZS0Aej9Z72KbUP789vDX4WpzEoQxwqlNTLTtGqRC3rsnBqZSpnXcP24mj7oAbRBdU3G+YbPMwsZjDYzN0ZnTxaHtZfTjf1e+h7uy+b3rpnMzqF2n1QbikSPgKL3ToTtKyj8PKvU9ByxeTUvuuV7fPPF74MoIY8kNRUIdTjFTCVFoTLrKgGs/ykt5cy2WyjH5Gy1pHtiUvQ2h35dtk8EPXuF9HQ5h6HcoHwGLXRE3RqwW0hPKEVcRXragiC3SaSpLhyxVGtiN4iHxkd4y0/+mV9e/F62LziAFKjnGuNqU7xqTSYEo82M+Q2XHTK+B4LVafe8yWphpx/QHmUBJw0tBeGh1QW+6sQpd3z3mh6P9MiuNT3TWQe9Dbu5xZVMWrWvT/F9fLQV0BCUtEXTkRSk7udsLlzCt1/6Hi6+5v8yPx2h5rNguyZsIWmkyKYyls5vFEjPlOs3UpOSUIWvaCJWCWK8s5JWPBBf+9XBnZ7DzFav2d5eLOQ2TzcPp1Nc6/Uayh4R7cGfl73VlJlmnwCxGWhdbJ65blfVA5tpTtOMNM2RWU6sBBPjLbJmxokP3MrJ91zNNy78U3RmG7Y1+pLy890YShLF9vEWQ04IxPaSMW2UlnpAJQ2Rnl5NSddc1NF3oL2WrlrX1vUcolPsYE946aJy/UoI54xaB3WoHrFzIi3WldA5i5Vk+3iLwXpErCTXnXw2Dx98Esu/+ymkFKSTLSJtiHJN7vqM1RG0Ms1UpulPImSmS6QnzQN1ItNFyMA+VhsqdrPOY8tCYZscm/6e9I707P68C/edqg0PD1eQntnP3auzaJUM26ml3jKtyR3SU13nmu5vaW7V2dLckGW57Qbv5k5Ui4ps9YVX/F/GDj2Cm497kU3yxaootq87BSaNnTt+7Ehh1+xiP4gkRpRBQpigq4rg7KmpIHM8/TFubvYQYD1w/33Tnq9NstrNo9jRi/zaN1u/ESUFU6kmSiL+Z/nvc9Sauznhlqtss8lYITMX9CQK3coLaujolEN6sEI+Slt/R2hjFU0rSTyfOPZoaFWyWrt52cx0W/3PTJZr14R6hvnUa/D+VNne1vSkPczDLC/nl0eGjDFtlDUbBFn0R2c5witausfYGGqtCd71/X/iirN/j+3zDyTRhlR29qHyc8r/jj554P/uE8Te3bIiU3MfAvjExb5q+0bQE+iX79b7KpmLEpItsww+ALLnL7MXpofJG1pZ3G6zHv5vQBEEaWMKyk3Wym3U7pyo2O1+dVHbpgAAIABJREFUf3DpP/HAoaew8rBT0ULQ1IZ6riFWdnD6oMdY6cnBelwGKMJ3YS4HVlXCM6TPeGfN1uZ0FzIoH9u/b6TakZ5QstrT0tpretznz3APOwIt6ak97e+KuiA94OhBUhRf0ssjZtoFhO7wKFI8cvjJ3HL8ubz20n+kkdrfZ2LnJKkUNIWF/pfOqxcB6+SEPabuzleVr646Xh4prKKFmdEVpMfD23MXqMxWe7Dn56VrtjmkloXH9noJBTBTzEf7vEgk6JIu57P9Pvvt73HujvWvCWMQhhLpyTR9iW2WOTi2g/dc+ikuf80HGFuwENNKEbmmry8u1gWvDhUnEdsnWlZ5RogiaA2dfZ88CGt6dqdJmldSFEIUC24pWd2JmnazuUJ6who9sHNtxDlKYFXnWrku52BwXbESbHcBUiwFu5o5Pz7jjQxs38IZ9/4E7ZAelWm0kqiaouZ+01amLeVvGqRHmc7mstWGilUqaWgdEvG+f58Tzpix+a0pEcVeVAR3x2ajonpHslcUqddraObaJRPc+wIEK8sNOrNIT3WdaznKW/lPkztlsDjXVqnPqfWdeO91HLvqNu748Cfsut/KIFZFQrGRhEiPLMaOFLhecm4sKomQsqgVDZb4Yp7MlhSYzXqp6fEv9fJZIY28auEe7Od17JCe3GXgZz2/EDRzbem3SR9fvOivOP/KL7Jo10YrapBpVJYzlUTkzaxYN0emMnuPHbtBuvEitKVRVamifuxVlTELpJQgqWumZwOEVtRezuBj7Wmie1+xLNezBm2hf2CTex7pcYkeFwQJbYgMDumxv1vufs/EGF557X/w4KEncvexz0cLQZJpUiHbajeVtDTiyCE92pR7RssFPT7Z4OddLKeXot4bm6u96qmyfSLomYn3PJOFTlqVj1pklX0mjdD5osgm9/Y5voC6pLeF9LjRqaykz+mS3iaMza5kWhNpzen3/oSFO5/kp6e/nrFdU+RCkAK1zKqzZNogHGTZMoaJVmZlZh3AIUSJUPmsWLVouXTKqjU9Vclq+zhd/4JwA/KvlzxLit4iZZ+e2TeVoklpkG1WojO4qcpoe0siaekQIdIjSqQHYQOf2DVd/MUpr8TECa+44TsAZKNTZMpyXElzh/QE9DagJmxH8SzX2MNKJxzahQ1yrTuQHs/d7WwCN3eUtLmkt7XX9HTvl9NtfvoAphcrgpWKE5sG9DX795Li5GsNPLXOj3v/Ws0N+xDp6U8UzfEpVlz9eYZPfjHrjn02xBFMtNBKUo+jYj3wQU+SKMZbuU0uOKQnVrItqAn79YTzoVdTUlALemZB+1zwqOlM1u2YPeGl+8uuztcS6XGdsIVDp4L7EElZ3KtIScYyTa5ibvnjj3HWrf/DsjX3EecGmWsyJZBJROKCmab7fVSA9ExlGuUGkdSdNT1lcNw+frpZQZnsyFRbpGHmHj9l1/qZ5tVsSFDX65phri5fvrxooN0rchrOg5nM1vQEiqXBW1Kt0Vo7elulQayjt1mUx/7fO2CxtskCGUmWbtvIhVf+G19864eJ9ltAriRqMkUkqqCIxrFEC9AO8Rhv5QzW7DxLdYD0KFfHo4Qr1yz3qriyZ+yplfWk0x/TrU/PdHbySc8EpkF6grkVNmj0PbJ6SZh4qX3f++uxg47kqjNexxuu+CSRbiLSHJlrmrEia6aFetvolKWqyraGpiC1dpLX9vxFDx+/tpqyATSE9DYKNoQvF5i1pic3xR41Pb1t7pKAe2J7W9PTC9Jj0dLSf/BIj3T3T5oyCJLGzjP/u+W53V9feM/PWLRzE/9z1lswCIyEJMuZErQlvCMpChqbT/p79d0sNyhh+0kZ2hNeTxm97f8hPbPbnmSuw01Ka1M04WoLdoxrUlfJTM/G8w6tKjtsgPFm1ob0FBuyNpbe5jb22DVx+631D7L8jiv46oXvJ1cxk+NNMiAXwlLfYttB2eukj7rMdSkdbR18nxn0f68iPYVTE7zmkZ5wgQ6bkfrjQ1PSZ9xKdCdqQ3raFaf8IJ9prFfRJS9ZPV1NT3XzqUXt9DafUdCmDJSMsL0ThJLkSnHl2z/Es1ddz9Fr70RMpqRSMJpbLfvFAzWmUkuh8kFPLO09TrWh7uqsIHDcg0yYLVRsH0MWKehUb5vTmh7z1DSNm+68YaFzeGzv9LbyPPa9PujRbdl1bQwtn+nSZU2Pz9T7W53mmpobaB7pUbmmL1Y86wdfxQjBlc95NcSWCsJkSu6KLK0TXNJIffdpn4GGziA8KYKeMhjanTXd1td5+fj2z/AO3uxIz9zwpKviCn7e+gaMXma76LcQfKa/xqGaq39yr7UOOpgfXfBHvO7Kz9I3NYpqZdYJrkXEuaW2tXJNfy1C5bpEejJNw52zoTr7aJVJrHY0opt1q1XwFhb0T/feshZv5uN2d97pLnMnNB9IaXpDTv2+Npu1Mt12veH394GMFzKwfysbxGa5ts1HHdKj3WuR1gglUXnGn/3PJ/j5GSt47JBjqMeKXEnkVAvhEgu5NtRcY04TIB5Djt7WynSJ/EcK6Xp0REJYOnYlubD39LaSXTDtMf4ze5jcM9G529kRpdCQEK5HVo9ID1CIpLQk3PqMs1h/0FG87DufgWZqEwVKkaeapvM3RpoZQ/UYkYZBj0N6Ap8nRES9XxNSzkp3xjDqEoN+jsxOb9PFXJru0NkSDPu6Zbmedf9LddnnL0zeFYkeUwoZeLqoD3qyLOeA7Wt56a++w7fPfy9GxS6BIO2aaqpBjyTVughscmOKhFqqtVPTc59bBOKdjaznwrzvuK/aPhP07Am9M3S8SueyfRIXKE1lAzCmd6QnlHH0nzcyVQY9thO5P9jR2zwnUxvi0RE+cOk/8v3lv8toY1HhLKSA8CttUdNjn+9q5UX21TcKFaK8hm4N2CBccMt6n0Ihqgu9bTrY32emyiCKwgkqVNdUUNNTZNJmQHpEeybNZwSqDt90xau1SCIdFcKfx5/Ln8NIabsKK4mWgmzhIi459938zvCXOGjHFnQk2TKVkRibCemvKUabWYn0YBeMNNc0YlkgOx30Nu3pVxWkJxh30E6Pm0t621xtGNWanm7ZdIvGdF5Dr1+ninr5jbVQZgteL+htxlIxcqM7qBcW6XFzKM2LoOeUh27nhFuu5LvnvZuGxnZ/TyLkZMv2topkIT3v513NORWD9ahILFTHYz0IenbHMfKmAkS2KmTg5/Vsm48SnZSBPeGll85keW0A8zzS0yg7YUvZTm/ziQVf05P7pStWPHr86aw88rlcdM0XiCaapFKikohYW2rbVKrpiyWRNlbZEosq1KUPekTXPj2CzvHTzfyYqspb+7kyY8CkS5GamfahUHCjV5sJ6RkeHi7Xix7P3etxzSwvGA32feVrmdYY7ehtQc2Bf59P5vi6Hl+DEGvbJPOU7/wLTw4t4YaTzyfD1rzlSqKmUmQSObEdQxxJciEKpAco6NqZNgHSY5uRRi4bLUQpZOAba89V0NOLZHUvn3XvPfcA3Wv7wro9n1SMlAgYDrOfv9jXHNLTxC4Ul73i3Ry4bhXPvPHH5EpaJbhGTO7U9UanUgYdjRSsg62xNT0q8JdKJKekttl/7fudMaVQU1H3M1vQU/G/pj3m1xj17G1NTy/iW1mFPur90JDSm7uAx9b0WLqv0gY5PsbrfvpZvv/Ct7F1v6VExhQJBIBxQ4c6YSvTRU4407Z2R0CRYKjWo8aqs7RgLsz6iftMaNFh+8yV7YlDGDp/4ST2mXb/aIyXrMYdU9KTerGykVe5eXg1E2gPgISjt3mkp89o3vbvf8udR53KymeeRdxMSV02NYOi2FMmkd0I3EDeOZUVVBMftCgpCvUUn4mt6p6HWaZ6QW8rC6arx00n5Rk5Oc6qKpsPwDqCKPffmaD7qmiCwBVxVyZIqXhTDXqUVW8LkKDq9zDSIj0ykhhp+6esPfBYbj39lfzulf9MIxZsGG8Rux9yqG67iU+6JqOJoxVk2tCIVZGp6QhijG9e2j5uS5W/8jng+tPMzSI/l5LVoZlpNqJuGe7Zsuftx9rHahbeZssoAipbNBvU9BRoT/tmm+WaxA2NzElWzxvZzu9/8W+44oL3sGvhYhppTubqSuRkSiod0uOCLOnmjUd65vm5Jjs5/WFPrBLp6X2zkKLMyoXKOf55L06dlHNDRRDB3AuvwyM9vvu83yTDdcHPx3n12NXQOccsUcSR4menvYZaOsFZN11OpiRRPSbKbSF0K9f0izJQtfVbeRH01N2mHZo2dp0Lg+TprAPpCebdbNSxMik28z7UKxoTWt5l7rSdU3cm5WY+X297pZesLj6ngvTo3NHbgjnllRNTh/R4BTfvpMW55tiHb+LAu37Fv7/0j8BYwZ16LG2QO5kiaxEaO1cTZeltJkhOzatbunYr02WiTAn7T7Yn1cCzATrR1921aruEblbOzR6Ckhn2u1AhMZSZ3x2UuJC5rwVBDzDV18+33/MPnHvN11i0cwPGGOp9MdoFPb4O2Ev4K8dyEd6x7rKPFTU9gT9VthkokR5/XGZm9pt8ImsmVEjP4X7467A01z1JVof0+KIe233vQgEREJoCUe0Thhd899M8suwE7j36DIySSG3IsXNJC8FEbjpqetK8FC/wNXO2jscUpQAQJt7krLTqPTEpOmvE9yXbZy6tx/ijzcJNqnAy/SQ2pS66od1J80o9u430BJnwXZNpkSUL6W1CtyM9r7rxChZu3cylZ78N04jt4PWBTiSLTI6ntynXLXdKm7Kju7TcTCFEsfBEcpqankBSN3HOmnDczpkkq6uwv4coqzB+rHw2zv6/qOkpMnPT38eQ32zfYwdgr0hPojzSU07aas8flCBOlBWEkKK4v/df8EZacYMLb/guI9qg3CY/WI8YnSqRnhiKYKYRq7JfT5cMss+GhuYXt25yu3syxrvZU1XTE1LIQsu7bFAeMenFpqMepbq9R4g2QU1PXiI8YaE52N8gDhzovJnymqs/z20vehUPHXgCzSQiMsZRrGKEqzFJlCw3HtVOb/OSzdVgHtqFDMokQW/fHWZGevy8nhXpkZ2B0d7U9FSVqjyq7O+DV/sJM3Zltj4ilrJIIkWRIkoUrTjmqy/7E8668wccvOZ+oiSydQeupse3ts3S3IpRIIjd9dSlcIpj5aAyxq4Bvai3Vedb6LzNRi0Ns9Izjeleiri7nXs658736SkcxB5OrXtcR5qZbmNChKfOco12FLewpsdnoz0tJ3eBj69BWLptE6+46ovc+GcfJ20MQG7IjEV6UiVsv5FEFbL0Fg309LYyuJbC1xbY61FOHCFkFxRIj2yvjdlT2y2kp4eo5JRTngVMg/QEGfVSyCBgTcwo99N+LUkSYQQ03d/zSLLp0KP4yfNexxuv/Azx1CSNRoJ0c2rUCRl45djIJX3LPj3uPBUktEOy2n2eBnZNlS05/L43k4UKptMF6Luj/vlU2F7X9OSzI66+Jg5Kyp82oXpbKVggtLa9e4ALb/4x+21aw38vfxsit30ZlbYotJECHUkmWlm7epu0tc2iQHp0UdPj1du8j+cfrXrbU4T07A7/+2m2fSfo2UOkp7rZhQiPhkLBJjy9ppzkvVg7VcL+f7Stpqf8vzSWvpG2cg7Y9hgXX/ttPvWHH0VIRe6yqSZRqMSiETXXFErUlO1d4IQMclk6IkU2WJSbqBQ2wOmgt1EuuP610oEJkZmZkR4/SfyfSxaeVaCq0oDKvgW9ID0U36ubXK+nAlTP5dXb2vr0BOiRFAIjJVGkULHCSEnNObX7LRnke+e8k2fffQ3Pe+hWEIJWM2OoFlmkZ6KFjhWx8AGNpjFDTU/mCg071Nt0+2LfLWDeWwudmbm06TLdHr3q5djpzuvPEz4WfXiCe+Rli4vGpM5hDY/LckPNjfOslXPGTZchjOZXK/6AvJUx4cVAhEC5TGkqJbVYFgpEMpJooO7m35BLRESyMwAJhQz8iNwdpMcqKZYiIP5v9rmd17P26ZkDio//vPDRn3Ow1i5k4OdmW02PFMUxkRIgBCKydNI4VmRKsnW/A7j8rLfzzv/8CP3ZONLJ3TYz27+nJQVpmjOVaUtXdWMjxt7TcD4ZjBOXaKfcdLMqBS6kO5sZMs7+GG3KVgczHbfbSE+XudN+3UGtaA8n75Xe5lGzsF7OW6YNxtXqlMkc3ZZwyFzAk2krNqHyjD+//BP84nkXsePoZ9rfS2tSjEV6/HiqRdbJcnuWdmtyOXaiTpaBkkRKFvuUDLLSnnI6ZzU9PexPvQRYM1HVwvP4THoojjJTXVH1HEmiMFIUVFKtJJmS3HHMC1l3wJH80ff+mUZfQsM5tyNN13MrzSFRVrwAi/SEfXrKejl3Xt2uchgipQXSo3ur6clMiV7ORG/7dUpW7611610Xmqe1ZkHS1CdVQqTHJ8eFts3rF+18nLf+9Cv86LV/xWRcQ+QaLQUiQHrySDKR5oU4DtixZrD+nxfM8ElrQ8nQgdCXkx3tQubCpBQ9jfFfl+0zQc+e+HCGTkfKIzz+0RSTr704L3zPbBZmD0PxAq8UNDqV4utshDakWY4YG+F1P/sc33jZu9i434HE2pA5hwLXwyKKVNGZWcWRQ3qsE6aFKCgnkSx5ztrYhaqQrK726Qmi+VrgaIlq0FMJdqqJZiVtcNON3uavpVufnl4yaeE5u2XWIym7nsfW9Iiipsc33PLfUQpLfYti5cQMbCdwgMVLBploDPHzd/0tH7rkk8xr7rLyxvW4QHp0EhGZEpauuzqrUN7cP7aCDGlofrHzYy2kRs6V+MDuoCyzWchtDutmQusuWV0iqLNZQakokFb79zTXxdz0n+Pvq6/3KZCeYAPNtC4QgoE7buS0lVfx1fPfS5ILZKSYcJ/bkoLYBTNNYSXcveCJcvUGnroWIj3V7JefY7UQ6dmNRV0KUdTXecenivTMRqnpNk/2pqbHzxslBX2xCmhuUfF6VVkxPMYnYqSySYY4VrSEzUI+cPhzuOnkF/CiL30U0cqKoEdlmlakSFPbVySJZJH1lMYWvod1PdrY6+0F6fHOW1W9zWATXzMlpz0SNCvSsweJi5noaMPDw0GPlN72o6q61nRWBDCVOQd23vmaHi8ckuamTTkxVG+TxvCSm77N6OBChp/zcovcCOuoZdhkQMuvybWoLJyWVqgHacd3PZZOurmyDyiJ8kGPbJes9gHPXgc9PexPvexh3u668w5gZslqGXyfNnZDD1/FH5MkEUbKgkqaK0nubtC3XvwOTnhsJcfdcw11rBriqKfFpzkmiVAmRHpKClUY7EJJJ64yZ4wxhXqbH6OzzQGP3lsqfvdjft1Iz1736ZlFsroIdvJy7fKos0/0SG3QaRF1Ek+N8/qffpZvvPwdbN1vaZFIyIUlI+cAUmIixUQr70B6oGT1+Jq5cJ3vpLc9NTU9PuGxr9pTFvSsWLHi/BUrVjy4YsWKh1esWPEXsx2/JxMg16Vsbh4s7kXgo0uutqEz+9570FPKFBtji8NGHbozWIsKpKfmUJCsmXHGdz/DqsNO4q7jzyTVhkhrMueAiURhIkWcKOq1yEbyStqBqgRKSYwQJdIjy6J/74B7ept36r2VEDptlBrf17M8rpJt61JX0470eEi0zMi1IT3uvzONdSXt5A3hfyU7i7jjaaQUCyGDQMZUiUCsQdqbFceKKFagSqRn/yVDAIw953SueMErWfHTzzE1MsFQ3SI9UxMtdBIgPdoUdCbrgNtrKDYLr8pSbU4aBN9QobfN0Rq/O/U0u3fe7jzr3HQWeHsns5er8N87r9ybzDcf9ffKQDMtJTvbFNyCero0tx2s+yZHOOlfPsjl572TbUMLiZopIlZMOjymKQSR+/1bLvAoEFml0EFiwCMcoTS7Nz/H2mp6evje3lQwT/1QL+XfrWM0W8ZtLig+/vOgnM+RFEWgAwHi5RIbXZEef4yyQWacKJIkIpUSrWwt3Zdf9S76dz7Jc2+8glZu0R6RadJYkbkO8jXX7wVc0BO3Bz3GmEK6F2amI3dIxBeZatMD0mOsQMwsDl2vaEzbdc2K9PRGrSuuoQty0828El43NTtf02MMpO5+pzoMgFxzUm0R71MfupnjH7uVyy58Hy1hF+3IWPQgA+qxpOnHUy0hzUvlKC0dvU3KYtxURTSiSNpElXPSwlpSIboH/LtrPmCfyRnz+1ovKG7IVug4T2VvjVWpkiV6PL9FnC1VGyls8AjkkSI3Nrgcb/Tzobd8mOdc+nkOe2IdrUwz4oQMTCvH1OKipsfPs9yhcH5cFPQrUwY+4GhY0iZZR6cyBCVyMyu9TZsi2J9uvmjommD7TTFP4ZvO/H319HjPLDKGtobMqaMhkhtefvV/8OjS47jlpBfZ/c/95pkbRx7pMZFkopV31PTYRzv+MtePxzN/QnpbqNz7lCA9c8RKeKrsKQl6VqxYoYB/Bc4Hjgdet2LFiuNmes+eDP/Q+Qub09lNrtzwikf3vl4kUEOrFqMPNWzxe6YNC/piRpu2psfLrx57x89YsPkxLnnx2y3Ck9su5VmsMEIg4ohcWee8nkSYSKEERSFaFEvqtagt++wjeO2uwaMkSRXpqaAosSsQDXsfAEUQVGSlKmO0LCgtMwjgCzLt+6KgpqcXZRrP2faHFHK9lQ+Pp0F6fJ8eWTSsE8UG6ikRQrkNNLYBkg96Fu8/CMDgYI0fvPytmDim9smPM1iPGZlokeeui7wLTnzxX6zKhpWhA1YgPVX1tsrYqqqTzYXZsT0np+ro09PtvN2U56o0iZmss96i3HBDmqk2pnDWMhMW1zqlPFNmKRNtuOiaL/Doqeex7hnPthvDRNPOJUdpmwKieoQBmgJqsSxh/8gWWfugp62mp5L98nMsUaV6Wy8KTN5UN6QnkH/3c2nGc3SRrN4TXrqoXL+Sogj4IER6OiWrI2XrLupxSdmJYov0JIkiU8J2jI8UUyLil3/zWV7wq+8x7967bOF6lpP5oCfX7UGPtvfXO97gkB4pCpRmZqSnM8kAJWVtViGDoEHujMft5rybKaO9fPnygIlg2hqITnu+4rwzH9d0zlS12SS4Ncs7vb4DfID0pLkp/tU2beTtP/k8l5z7bnTfAKlxbQFw9avGIqGpd/BrkVWLcuNHC0Ba+lo4xyAIDkKkR7TvEYWgxt4GPQUDYvpjlOgdwT3t1OfY83U5vFtiYfeRHhsoxpENekqkxybholpEKgUPH3AkD73h3fzxJR+jNTrmmpPGmDQjT6KC0ia8D6Otqtd0KofhWmwbXRpGmilD9ait/mcmC1GN6Y7Vurfx/lTZ3tT0hDXj01k1OeoT9BbpsX9TxrY3ATj+tqtYtuURvvWS3yc2hjzPi+xA5gIX7VBTEylauW4TsQpbIHiasF/DoazRhrA++ylSb5O7tz8+3fZUIT2nAasvueSSNZdcckkKfAe4cKY37FlNT0BrCDJ74aQzBqe6E9T/7KYTWq3pmd+IC6RnQV9im5VqK6O7eMcGXnjN1/nxq/6c8UYfUa7Jtbb9KaS0Mro1RUsKaklEXyPGxMqpFGkX9Cjq9aitzsAjPZk2BVoys2S1fbQNFe1mUpWsDgvOqot9KWTgnrtHX29TzTwXtLpZMmk+cwcU9LnqxItU902uFilLb+ui3iaFp7fZYNI3KG3UYgyw38J+AOYP1envq/GD1/4FA9/7JsfcfRM7R5o0+hJyIWxnZG1VizznNXWIRBwgBa2sHb72VpW4zrTerQChF5vNidub83bbpLoVgpeiIL2c1z521PRo0+YU5rpdvS1zvUIK6kUx1zUvuvZSGs1xbnrRm1CunsSMt0iVIKnHGGHFQBKl0K5nk50/2m4MFXpboVom6ch+lTU9IS9/9u/tLZynoSME5bidLZNdFRXYU+tEeCtITyhkUFHNiqRFn0OKXhxbEYNazSI9xvVGyrUmPfwIfnD22zn3b94Lu3ZCmqNjhTGGyamMWqRQ7jeVxlCLVAfSE2al96RPz2wqUuUxfs+Y/t7tybybDeH11xcimTNZz0hPIP0O7cFclhuMX8daPpEQ1PRoW9Oj0xYv/uif8rNnv5x1BxxNnBuaxqClQGmNEZAZGwzryNKuoki29QXJhQCH3A9Vgp5iz1CSOArpbe1ITySfHnqbmibZ1s2q+2zba10y6m1Jjh5wYr8vRollLPg2F7mycyupx6TSSvBvu/C1bFp8CIN/+eeFkIFJc/JEIV2y1zvaJrM+hh8XobpYSF3zdH2DRXrmNZIi+TWb31RS5aZPEvQqyLEvWhHIzBT0VJKiYc+5Et22/XgW7tzEOT/5d75z7nsYa/ST5LaHlnF7RuqGiwFPjQE6m5NCGVTn2qCCpLZX4/XH+Pc8Feptc1V/+lTZUxX0LAUeD56vd3+b1vz4CZ3E0Ko0IvueLoV5JqC4EWxowWe09QlxKl4zTeZMG4TxMp+GebXI9nYZazKkJFOpZqKZ0d9q8pqrPsfPz3gdmxcso6UkcZYjm5nls0swsUIlMZNArRbRV48hVm3FZ3GsaNTjdqQHL0Wo2wKMatBToij2MVGyQHTCBdpvLGE/hNB87U51g4pliTrFSnTU9Mw01rshPd2oPfE0m1wtshlBKUVb4Fd8H1nW9MSxFYqo1x2qlig0sGBew2atluzPqj//GGd+5E9pPvQYtb4ELezmkLcyJkabblGwlCvt6kg6kZ72MdPdsXev7abDZIxpG/f+/4Wj1MMGNJu19+nppBwY033z8s+N6ZybIU3CX6//e/jeojlpcS4rmau0ZnKsaYPPLEc0U4SxNQZJrll4z52c+/Nv8e0X/zHjU7ahbx5J0pEpphDUGwk6UrRyQ6QEuZKY2C762lDUomhRCgwMhvS2Dql0SeIKkWeitUxn4TwNNyH73J5zNhWdsLjb257w0qvrg5KiCPgAGrFqy7iHQU+syjpD/zx2c62WKFJpa3p8z7HfyadTAAAgAElEQVSoFrHy0Oew+lnP58LPfJB0fMoicbFiy65JEimQxiBi5YIeyWQzI83zYoxLKdpQnLKvjC7W9swpI/ljIAggHHpTUCq7zKcCbWFmpGdPGiraDG/3Nw0PDxcJul4pq0XCrrI2VM0jPWnaHvyAS8y45600c3PLJhykNqTjLfRkymuu+AppFPOT015lne40QyrJRK6JcoNxe5YSNvucOec+c/Q2IQRGCEs5DsaODMYe2Pq6gt4m2pNtnrY8Z316Zpi3cjeQnjtuuxWYTrK6PSCKZSmOEspxz3a9kRPlQZY9sTKH9CSNmNQhMY2BGped/y6Sa4d5yW1X0RxroqcyMjevjLH1I7kUmFxbxkJQvwV+zbaqfmDX6FjaeTEylTGvEZU1PW7MtvV5CsaiZ9uEybKue8Q0432mcT1XNtvaWd3DwmvygcxMfYtCVUR7PltHp41TbZPConATk7zm55/j2rNez+ZFh5Aq28sszw3CjZm0gvSILkFPUdNDifSE/lu3mh5Lu5z74MT6dXN+2jmzaPZD9sh22xPzC/5ffXOYxXXBBy4+G7CD0xjDx++P+PE7z+T6664FnNwnMNVsMTw8THzIbwHwy1/9qij01sawecsWmjloExXUgLvvvRewG8EXPvl99j+kjjrhmWzaNcUJ+vHi/P7zN0wYjt06CgMJmx9ZT/9oyviRB3HdT1ZSk5AcsYTLv3g9v3flv7F54TJuPuos5ESLiXl9qK0jnLjmSbJaRCYE43VFP2PsjCNOWzqfidHNiL4SxXn44YcZGNAcc/ACDt2vj+HhYaYmNVImSAGbn9xWRKrHHTDIY/fdyc7VorjeDevt9fsBvqzW4t7bb0aJAZQsgxS14CiEgBtv+BVQBjX+9YOOOIkjF7WCJmz29flmjNX33sFhBxzNgkbMXTfeBUD90GcC9nx9kWi7f/5+KikwRnPrLbe4c0IysY0Nq7fDMUuK4yczw0lLF3W8/4hF/axe/QhjOkdJi9ysfvjh4lxKwITK2bD5UQ5eeiQTEykb1jxANhTbDXjRAOsfW8lQKlh28AJ+eOsIzz3yBVz0yQ/wb2/9e/I4ZmT7drhvA7dekxOd8QwO2LyTS79+FQPjMYfsmuDxoZL3DvDYmrUM68eL77trZNSOLbcQrlm7juHM/iZat3+f6verPr9nwy4+feUdvO0oSyO86Ms38Y4jmkxM2k3nsrs2cOf9D/HipbKn83V7ftdddxXPtTGMjI4xPDxcvH6NO97PT/9+LZYBcO111/Lxeww/fc/yolnt1RsNxx51JG849RCGh4d5ZGN7pn7tunXAM0hzw/YdOxETO+09M3D/qoc5ff12bv/qDdQOXcSOW1dz9KZxavP6yHZNct7Da3nlpX/NFRe/j60D+yO3jlKvSSYH+slHp9hej5iXTNGa16CZazauX8euekRWjwt0xhhN1F9jpBZz7z13cdQQDPjan2aT0V1eINZ+31QbTjt0PwB+9cvr3Xhrny8z3e9dOwxHHnoUAPfefTdQZuZW3nsPTMDS+QfOeL6jFi/jgKHabv++1efXXXtt2/VvXfMQ9cni63LttddyzJChP4lQUrBl8yaGh7ewfPlylgzU2F9OFOPjxIPmEY9t46HV97HkwMOZajxBRs5gzf7WUSRRgzFXHHoBf3jrhznssm9y3dmvJNOaz1x6FyemGdt1hpa20LoeSa748jXsHKrxnLNORBtD2myyZt06N340r/7CML97lGCVPIhnHTyflffdz+NjhiMOOwSAB1Y9ZI9143Xrtm20RkDX5rFqyygfufxW/uAYO19e/7VbePPBk+waMWizEG0M4xOTbeM/vH+5tmN3eHh9z/f7oYdX02yW22H19fUbNrB9EnKzFG3MrOe7596VgE1OvO6/buGth0zSH7evt2MjKc2bJ2H+AFd/4RfIAxcVCb/h4WG2btcMubm46sHVnLVuO2muaeWaZz65Cx5/kjM33s8F11/BP//+PyGMIFMS3cqhFvHwug2oLCeTNgn3q19eR16P2NVIeHzdWp4cBSVrAIzVIqTQLJ3f4IQDhhgeHmb1E47eI+x+1MpHOfjAI1k2v4+7HnyEyYkymLjrrjvZPzLMbyQ93e/pnp/1whfy3EMXcO211057/EAt4pBGNu3vHz73sc5dd97Bjofb77//flLY5wclmvmu6a/Oyx5+M51fyQXESvDwo/cxWbMO736H7Mc94+NEk4KFS+cztm4X2sDGjY9AS/D1s97Jn176d/xnshiz6GCyekySayanppAG8kgyOTYBQjJ042pYtojHN2wErC+0aOsoC5r2+zPV4MRHn2DlSs32EcNBBy8k14Zt27ejDTzy4Bau/cUqfiJy/ug4yScfjLns957HTb+6nvFJm8ySCHaNjnL5T3/B9zb38823nFbuHyZB6+7j/SN3an7+3rPb/JU9Xe+mez7b/V/TOIxISpaNP8q2KcMVTwzw9TefyvDwMONZmXj42CXDjGWGj73hnLb3H3HSaQA8vn4Dw8ObWLJzgv2MZmOjZROrylJ7T/7C37N13v7cesK5MJUxhUFPtdC5RrqgpuWu1QgYVwYjMiAiiUohKTV0JACrVz9MltoEYSQFGzesB+x+4ymojz7yCJx6CEcs7GfH46sZHn1kTu/vpgnDUYuXzdn5uj3fG3uqgp4NwMHB84OxaM+05jMC8xYfyLJF/cXf7WZj+MBtvyDTuvjy4Hincczy5S/g2tVPAvDc00+Hu28oMoWLlyxhvJmzbsPOIrt1/PEnwOqVZLlmaGgBRz/jUO6ayhhtZiw/rzy///z7No1wzTU/h6mUoXo/ralJdrUy+hf1M7p1jL444pDbfsEzV93GZ1Z8DIlAZzmj9YSRM47izvU7Oe6AIduf4sRD+cfXPCv4hBMB+MiV95PmmmOPOYZXrShBsaOXLOdLa25h12RqOZqNAeZpOw0+eP5xQHup1KGHHAKb1xWbxpffbifjd//rVpQsF+cr7tmIFIIzz3w+3HV9ESSF9/c5hyzglrVD8NBdxev/+tZz2j7vnGPeB8Ata7cD8IIzz2zLBofni6QkUornPe9UWHkTUgg+8ab28/njX9rl/a8+aSmctJSv3LiG625eA8Dxxx7Df699sECuFjzrSC664HgAXr7cOpqverl9/8f/7rft3/0Jf+dZkP82Uy88m2ff+yOue/arWDh/AVsfn2DgwHmkrZx+BPvNW0L85FaSTDN//wNg6+YC6Tlw6TKWLz+6uMZ6Xz9MjBdBz0HLlvH8M4+AO65DG9P2farfr/p8rJUR989j+fJnA7BzMuXU551B/PCt1kFrZex3QPvn7875Ad73vvcV/9cGGv39LF/+3OJvZ77gLLjt2iLo8e+/e3i1ff3Msxi741qmMs2Aq/G699rVjLou3suXL+fRG9fAhkeLoGfpMrsgZlozf3AeSxY0YOtmtDEsO/QwJn65hcZ+/chM05fUGetLqWWabKLJq3/5n6xe9kzuO+ks8jXb+P/Z++54Scoq7ecNVd1902QGJjEgksPAgGS4KogCIiKOoKJiWNe8fLqu7qq7a0BcV111UdeEqKiMgjAICBKGKCBJMhKHPHm4987t7qo3fH+8od6qru7b984MXMXDj19P366urq5+wznnec5zeCJQ6alh3fQ+fO7fj/bX/Q+/vB3NtRuxw/bb4U/rn/L0UADgjCEeqOK+WQP45OLFeNexA/59fT01zJ7W03K/jrTPDz/scOC25T5b2839Dv+y996LgAfv8GjSor32wvsXTu/4fgD+HLtsPdj22G6u55WDg8CtV/t78Q9veGXr9dq3UEIwf95cDA7uBACYN60HZ56azdcz3rAHgD388w23P425U2vom96D9IGVoITgoHceguseWYNvbvdVnH7G+3HNIYeA8B7sN6sX/auGMapjRDWDmPZVOSJWQxT1YGMioTXQ21vDnLkzgJVPGaSHxdhj8SLcetMKPF9PMWfhDhhaOezn23Yv2wF44iG/n0ybPh2z+ip4bM1GjDQF4t4BDA6aeox1oyn23u8A9D51l6/7rFSrGBw8qPT+aa0xd9745tt2228PtmpF6euDg4O4/rL7UV876lstjHU+t3dJDTzfSLFovwMwd2otd/yKR1bjhuuuA7SGaqpcU8rBwUH85KlbAW0SDXNmz0VDrkEzEWjGDLFQiF7WjxPP+R6+vuSTEP2zQDcmSChBNRGoTu1B74xZaIj1UJRCaeBVrxzEV++/AffOnoJ3b7cQKx9b65s9PzOjH3On1vCKbafbxMFCPH/XM8CKB/x+FH7Fu59ZgGceyxJ7++6zD941Z0rX97vT8/9dsjeKFr5ejRjOfl/5flR8/vSGOnD3H7Hv4sXYbZuB3Ovr/vw02BN/ASGt3y+KOGoV1nK+4vOLfnsXOCU49rgjca26G/qh1dj3xH1wy/WPggDY98hdcObPbwXRwBuXHIUrcAf6tz8Q5+qV+MhdP8VPv/FLPP3gWtQAxHEMqjUSRlGJK+iRCjSRIFpj1lZbA2tXQimNKJWAND7WL37wR3ChsOtuu+GS5/6CmFFoaEyZOhVSadRHE4xuTMBmDmBwcH98+rarkdj3fvne62xZgUZPTy/2XLw7zjr/z7nv99UHbijdDw8//HCM/Olq21uGbdLvvSnPv33Nw74P4Z1PbcDIpff719eMNIE7boBSGtss2A5rNyYt7390zUYAwKzZW+Pww3fBdy+/CJFSmL31Nlhx7wYIRrHfX27G7vf+CV9+05cQNYURrOActVRCSQHCXfuSDOmhL5+DKmfAY2tR4dn9+c0dxr3eeccdcc3qx9BIjVDM/PnzgVVPehQVAHba0fhFb9tvAbDfghfl/m7q8yuvvBITNTr2IROyWwG8fMmSJQuXLFkSA3gLgGWd3uBQmIZolQIMC59Dc2gOENT2BH1VQslqrTP4KaQgSWE7UwdQbdGksg2lUgmdSAMVpwqEU5CIYf7aZ/G6P3wfZ53wz6jXeqEpAaRGCgMhOkqNo6+VmafelBzgpAcpMY7vQC0qOUN2LJDV4ITnz9HbijU7bS4so7e1/cjCcZ040/Yz7fNxMITyn0UDCkFIbyNjN3lsvSiGxtk/xVHLz8PLHr8bRBpyfdRXAZUKXGk0RhMwocBtbQ8jWff4suakQF6yslseftGkQouEb+5/1VpTtClWKk3tFDWL9DY3h2xyIbzOYtPWFnpbMFfDOglla3qo1qAxh5amYVvCGSKlsHj5Mmyz7klcfOg7wRKJ1HaqNh3f8787p+Y34pSiKWQmtY6sjgZoHfdj1de4j5looWaxtmCic2Ci5uh0Y81nwN2L7udThVO/pijtaH0MiVB4eOocrP/Kf+O07/0bWNpAlErURxNTYB1xEK0xUI3QrKdo1lNDWYP2tF8gq/ly48tJYbummu6Y8NGt/67vU7jGN4W0r2XS0p2m6EQaDIdS62VmanlaadqdzgdYqp3SLUIqgFHogtK+coQVvlcqlZfNTWxyojGaoCkUKkriLWd9CVfv/xrcvONi6FQiIkb9UAmFOGbYkEjTNDGgoEXMdn639LacOmFhkGdrduv3o45WTcfeT15M6zR/vZJoiYVrTycL97Kw/k5rMwdqEfP0T8CI/KwZaeLG154EbLcdXvG/p0MQQ2uDsvR+RgGlENu5EQV9mqTWYML0ZFJaA1L6YFlpjYgRSCtB7coChJ172s6tNCjaz8Q5zPmK+5TW7Rph51kBL5algTrbUEPkries8ZY66y2Xf3/mH0itEUlzf5XW4Bro3bgW77v0TCz7x89jpHcASihoSpAQAmol5akVjHEqbhr5Guhcnx4vlGPGWD1VlpJtXnc1mkB3Qhp/y7ZFgp6lS5cKAB8GcBmA+wCcu3Tp0vs7vccNsES01vS0K2SV4WZXmCyGfxoUXCNz3MKJbup0rDxnm4kmtdVWTyVUIsxiICUIo6AU+MTZX8B1ex2LZ2bvYDT1XdGh0n7hMpuBarvgFVXSQguLO5+vpzkOftFIm/MUFXAc53qs3gQk2NjKzMGNnoPdoUjTqci5k05Uyz0UZXDBnaWOT4ij2rdwAT6/5F/wnvP+C5U1q6EZBYk4iJDgUqFeT8CcGIUyG7ur5Snr0wMUuNL2kPEGPUrrQtCjW/4X4/XCChbCxQqtDlq7viBOeSebtzL3nlyTST9H8/UFTiAinMPNVIJqgMYMsNK6CaeYt/oJHHvh/+HM138ColYDTYSX8tQlgUrEsmAnESrj1PtaNXNccdibmp72y2KnAuZuLKyhI5twHmDiUL9r+DiWjafGAcj6GGVrilHMawiFoaYAf+tbcf+u++H4K/4PpGlk4qlSQERBlMZAlSNppEgaaSbvGtb02Png1upEKCSiKHveWsCvtRPG0EEwZN6f9XPLi2qUWZhk69Y6SVYvX7485xgCY59fFdaVsqSHsk4TsS+FTSkB+N47AJA2TePJ5miKplB41e0Xo2fjEM465r1ogEAnAlyb5r4AUIk51ttASSDbU/w+R6nvAA+UjyG3RLdL8JUpTU02u/mmPwJoI2TQYd64xMtYFjZJ9nsdNYnRxAY9QLaHVjnDmo1NkxD90Y8w98arsei2q0EshOikwyEVYjtHoiAJIJUGlSbhJJVpXktVNi9M8jYLcJzfFK7fZY04XWPpVt+tvH4uS4ht2bqesdZO104BMH0Yw7odL/6gs0Rd6/sz/0Aqjcj6D1oDkRJ45yXfxOX7HYcnF+4KaX9nbVUQqTDzl0XGzwuRHhYwFsokq52f2EglKhHLJdm6SUy/FGxLIT1YunTppUuXLt1p6dKlOyxduvTLYx3vxn+zLOhxAU1hIoSKbJkMtfLPTW+evDpPeD5pMxZSKN+boMykMpxzpBI6laY7rlAgjOKIm5eiWenBDXsdDZ5K2z2ZQDMCicwJ59QoprRbxP3gLM0cwTtITaFy9LGWY935WjLYeQevVbJ6DKRnjM0n66Dd/hhOs0y7OXZik88EcIUsGHGF1+Mf0pxR/Hn3/XHtHq/Ca3/2ZfMjxAwkFWBSoTGaIlYmUyMtV9artxUlqwuoRihtOd513GS2s2DCOXtKZQhmMejaFAuUbHPXYF4rZursNdnPzyE9Kp/ZK6KxWXFrQbJaAc1EQhMAlvOspYJSAu+59Bu48Kh3Y8VWC4wsclP4hoiKtgpfRMw4CA5pdeOC+ULp9khPp8CZdjHOO1k29l0ANrHzbIp1nW0uua+dLObMz0PzOcQ3HB1pCPRXOH79jo9j9tonsOf1v0OaShCpoDkDVWZdE00B0RRZ0EOCINkW27u1uikkGkLm+4t4ZDJLfoUKbmFyzKGlrhjZHdvOxkJtykwpdJTmdcXebnqNlcPwxwWBXNGEMBOZ2s+NkJ/XUinveKc2gGnWU/TceTteeduF+N4Hv4gmYab3TqrAAaR2TlQrHOsbJlBSQdY53OcSK/cPlBfuFyWdQ3OKU14lcZL6Z34el7zWqTlj90hPPtgB4CWkm0J6ARa33cWMYvVIYsSPpk7F9aefiVN/8d+Ysf45E/Q4CEAqRHZtjpTKJYm5VGBuPZYGKZRCmb5AjPg+VlJpg/LYhEOx54+bW17tTbeKFrQTAPCsnkmA9Ljre74N0uMEUkqDnkKTbRf0KK1xzB+XohnFuHz/4yGFgnBBDyFoUgIiJKCUUe5DgPSQTGGwqGgYMl8ohQl6CkhPp3n3UrItFvSM13zG2Cr35F7zk0oV3pNXswECehuckluoDmUefTZemslrVEjaO5DCLgYQEjoRIEpBS4ltH74De99zNX52wsehCQVLjba6AIziSoD0MGqkV9vS2+wvURYIhKo2QCYrW36ecqeM0qJkNc1RD9r5eW6AtLtux7EsynSWWSaDvWkbWvhdQoSs2DB1PNZf5Th78O2IGqM49PZlRhYyNQtVs54gso6CdOhBQZ3FmQgWfiCvAjMRudskRHr8JpI5cmX0lvFYyJktk+QNncfctan8vAsXfqkK9LbCe7KNTdkALvt7MxVQhEBT28NFKpx0xY+wcvo83LTXEUitPC4aKRruvKTVOXfjwzllXjKWIo9wFiZKWXPSolEy8Y3DzxNCNuk8QHlNT1fXQEhXjldR5n4sq3qkJ3t/hVNsqCeocNOrRdd68MNjPo7DLv8JZq99AjQRJohVGv0Rg04lVFP4bLFbNwGzkQOueab29DYnXAO0Uihd4ss5a+51N17dPNI6O7ad2aT5uCy8tqINDg7mknLuejpZXopblybqpKXoOqSHk3xWPUR6RGKCHr1uHRZ/8gNYdtipeHaruRBSmcJnIU0/ETsnqpUIa+vmd5DB/sGDJFQO6SkJnDtlnEPlwPDYyWaHHnwwgPL9LuyPUjSnrjWWhTSmItLTtD1awvWjwinWbmz6nlsbdl+E8157Ck6+/FuIkyYkATSlgHXAAYAHNGSptA16LM3TOe3CrNGcUk9ldsliJfNBT4gaucSc+3cxwHHzrmhZKcOWRXrGWjtTmSlCGqRH5V4Dsr09KbnWjAli2SFSgyuNhXfdgoPuuQpnHnsaGChUKqFc0EMJmiAgqQS0UfEFCjU9NN8CwZn3h2DGTkPYPmgkG0Nhwu2lbJMm6PFIT6pasl3t6G0arZudz1w4aNYHPplwaK4ewSE9QdajaFJrMMAMRov09K9fh2N+/VVc8OZ/RhL3AQBYIkAogYSR6lQ6y3hxSn3DqDLrFIU7aWl3TH+noMchNyhuNPkNxCE/YSag9Hx2soy1UHeTAff0NmsTRXpCHfhsc7XB0AS1EvsrEVLGsfQ1H8Eht1+MuY/cbSRahURSTz0PWjUFGKW+k3kRfQyDHfc8y+KOM+gJoHM3fsMNpYwrvSnmNqniNQBokd3NkB5zfXmkR+WCMY/sFBIUvjmpz15rU2NATVNDpoHd770BezxyBy485D2AMI6Y5BSqkXo1Ggm0OOduHLikQ+Q3hXxNS1l/qrECZyfZPhELg/RQMv6FNBJ8/042XnpbbDfZ8DvGPMhAwyACT0+fi98f+g6c9IdvoTI8AsUNva3m4QdpawVg+5eZATJqVa9M9tQEPImt8fFJr8IY0zrr3SaCNT4f9Gjv0HVuTtq5IWGZhdS79q9nwdRYpw/r49pRspXUgIYPbCKdD6ZcTQ8hgGgKQGsc8p0v4Kl9DsLdOx/kE4CUEmhmknmO3tZT5WjYua1pSXLBBj0h/bhdTU9pwGDnFg2eT0brVNPTqU9JkXHR6fytNT3UJoYUYtszzK0ffp65fmOE4MJXvwXDvdPwzou+nyE9yjjfQB7pEUqDKwUOG6C4fSyVUDB+jEMlw1po19PJnQOwYxo6FyS1MCLazAs3nF/smp6QCjvczCM9LtHpvlu7mh5KMppcrDWmjGzAiV//FH555Iewtn+6UdSTCppSMG5aKLg6OU0AboMeYX9jBYDbRFS7oMfRJ+uptOuxed3Uhf8d6QEmUdDjJkDDZu5Cc05RMavuBl34/mKHYa21r+cpHuMK8jKkpzy7IJQRMiDC0NsgJN679Cu4+xWvw4pd9gW3FAEqlW0kZig3SqMV6Wnz/TvRw3zvAjtoXdPSMmsnPOD62ISfl+vD04He1mnjySQ2x55QnGwmpIe0fp67zvFkpkMbqHIoAqyLp+LcYz6Co7/3OVQ3rAcRCkkj9RuFSiQ4I+379OisoaJ7VAVHrFtTQRYpz+XXfnxvKtITcpvL6DsZXQ9t/u6cyKCmR5XT23yfIZU5omHdndJAkkhoZhqHzl7/HI6//Hs44y2fRqPaC9pMTYNfRqFT6bPPosTJcIGLC3bCmh7aYdxTgjHFMDal+ZpPSpBy6s94bKI1PSbw6yLbTMc3n4o1PZSahsIjTeEz0Jyazf227Q/Ck7NfjuOW/wjSBj1Vex4mszodToifU6Me6TFOeWLFDGTQ2y3MNgPwAUWxtsCNV7cvuOCok6/lgqPxWLuMNhDU9GidS8R1snC/U6oN0iOMMpev6UEeoUqVSeJFMYdMJBY/eA2mP/kIrjn1EyAR9/TBWsSMtK5Unt7WU40AYvqhGVqpSyoESI/SLf3TQguRwKI5athkp7fdcMP1ANrU9HRAelxN4VgWNv92KBqnht7u6p7MvTLHVzjFSFPkeiEJBfzmVf+Ig+6+Drs8dhs0IyCWZgUAFa2DQMXQ3pg2/pZDeqQ0SWhHE3b1mqoE6Untc41gjXf/tyA9rQk2cx0vDNIzZk2PzPzQoUZa6HOV9zHb1fTUIuabksZS4MSrvovbDzsGDy/YAymzfXqEAigB48z0CTQbEDQhiJyQgR0H2s4lE/Sw3OeFNXSUENStepuvIaVBn57JOqleIJtEQY95TGRrTU87yNMVqQLITV53PhfwaMNd8PJtYbbMq7cFGYuiSWXoAEQoIJU46OYLUEkauOHoU8EqHLyZgtoMC7FNDxUhfgEHzIIlZHukh3TaCOxC6X6szkhPO2euSG9zCE72vN11dePguSM6LeiM5YvIN6Wmp8h3dg7kxOltkcmGAbhnl/3xwIGvwTG/+RpACbTSiIU0CEMiPG8dKG+6xhnxj2HGaLzJK8cX1sHm5AtEYRy5zYv06NbgxiE9hTnpnrvMegjxF2sNWqhHhc02DOjSVIJQCiiJf7rgv7F8vzfi3nk7QXKKqCkgGfUcaGF/61TrljHqHIWWYmDSGeHspvs7IZs2dgkCFbUXCenpJtvXqTahzGIX9DgUjWQZyRDpcdnMK496H+aufhSLbrkcUKbAWjDqM9AaGdLDGcGopWIJX9NjesuETlUrlTSoKwjmoqONOqSlO6RnbCSmaK4Gr+05PdJTPs/KrsFdt0ZrIhCwa5LSqDinGXmkR0gFRgAec0x76jEcddMvccGp/45RxUBjhkQqEGICVjfHXIKh1yqHEkZzAiI5pEcU6G2FMVRUMMy9RjfPHrGlLRTQKRpFK/LsXyPtqeT587ciPZwSL0XsPtv5E+5vjvpOKYFQCibTd00AACAASURBVPWeAXxzyadw8pX/h2lDawBpaGyCUcR2HWbE/GZcay9kQAKkR2qj3ubUPU1SyzQyDdHGsA4mTDqH885ZGZXa/R3YvKqkE7E0mLfDDZG7/hyNT5fX9KRSoSdmSO39OfyOi1FNRnHZG98Pqsx8YjA0Qs0IGDeJPkpM81FNCGJmAhtFCEBg2A92fyoiPaEfRIgbJ8zPIx4k+v6O9EwSc4O9aQtTQ2tHb3ObFRBQaAqTLnzUJeeTUlshg/YOpLBBDxUSC55+EAfeugzfeeMnoCMOVuFgjRS01zRjIzZLLYijXJlzMOokq8sHXAaXl28EOaRngkFPUbK6G/U2RzdoZ44by0o2t6I5XummZvFCnngof0oJ8RnH8dpAlfuCQcEorjrlo+gZ2YBD7r4ULOaoCAlRiaBT4RWKgFakRyijFCaUto9ZED8R5ScgnwjwSI/aPOptIbe5DOlpJ7fdgvSkHWp6CkhXWIuQm8NaI00ECKcYvPTH2FjtxfWLjkYKQDGKKBHQEfNBj2KmVDtFq5MRFfjwPEB6QvWyciGDLpCeiY7dIPM91twayyZa0xNSHToZIZkz241VOcujaMHm7BQnI5sUAoC+bWbiV0d+DMde8B3MWvUEIqkxyhm4NE4Vgau9NnPJ0dtSpZAq42w4IYPiGCsiPW7elNb0KO0p0B2RnhLnbSxz+05ZMDM4OJirzzPX3/l8xb2wTOVKScMoqLk5gHyw5vazCgTefM4Xcdn+J2HVtLlo1lPwSoTRRNqeasTT2hyVtK/HIgmcGVqOQ1IDVCJVKkDgS+ZYMP6LZtb2UOWw8/14sWzw8MMBdEB62kpWd1nTQ4m/pyGVux4EPWHtk8v8u+SCa5GhGcFf5u6MKxa/Hu8677/A0gRcKiQxR2yDF84IpE0o+J5Obn22NT2RpdZJN5eEglZ51dtQ8UxrJ1YQoK3BIGyHmr5QSM9Ya2dImR1qiJxvmO1dmYpk2ftrETO1QTfdjMNvvwhnve5jUAqg2tC0qXJIDwWPmK9NJTGHJkAcu6AHINQkGZxYU9yW3mbmXBHp4Yy2+EwvVZt0QY+RrM6/ViyUK75HBxMoH/Q42oKTrM5viF69zcKy7RRDjHobUKsP4y1/+DaWvfJ9WNs3E5oS8EoEogHSYzpGuwyYRD7Q4Dbz0m68daJ8hZLVADqrt5H8Y/j3otoHJRlC0xbpQXeZgW4cOEdbcIdNNMsdfpeQ3mbkhieI9FS4d8Yko0irFfzq1R/BYbddiPlrHjb821oEHdDbqhFtWZyl0ogt0uMei4F5t+YObwZzQmn4gEfp8kzvRE3rsuAmfy3hsUAQ9AT3oVhr0Ir0ZNftAjj37zSV2OWx27HnbVfi+0d/DFrb+jhOjWx8xLwjButAJ7p1/Lrgt6gu5RBBEoyb0EzgvCWRnlaK2wttYSa9k42XxhfbjTVErWOP9Dh6G4FrGDF9Zh9WTZ+HC074IE6+6GvgIxsxyim4No6EcxClNnNpo6vpsQmqppC+pke1jLHM+XIBjZAhvS2jjbrAu2z8hxYmzrq1TFCh3LxcdtdIT5YIAcprH6T9bjUXiBSSGalUoABec8UPsXLWAty68yBEUyBtpIiqHPVUImJmHjRdIsieq9/uc4xRgJVJVmf9eoBsXQ4tlDQvmpFyz3qKTFakx+/XbV5rt2e6QH4sYySrTw2DHqUzqeIQsc2Qnsi/JqQ21CmhcPm+x2G01oc3X/0zo0gaM0TW54kYBRJpkFWXGHDBhzB/54wY2ltIb1N5FCcNAoWMgq1bEhGAo7+1fm93yItd0+OoegAw3Exz/mOu5YlqJ1mtUI0YKsPPY+Z734nfDr4HK6fOhhYKRBkJeKotjZASsIhBEBu0xAwKxAsZaBAQSox6G+kO6XHjJEzukWDfeSnbpAl63AToJFldDEqy7FhGy8mak4aBT7YBhuczGQvpm5O2remRClRJvPnq7+LuHQ/EfdsuBpSGZhTcZjB1zWXAKHhEffY5DHqUbr+Id2rGljlq5nmnPj2UZvSZ0EJUB8gCqaxhY3ukp5uaHqcq0sky9TZ37o6Htz9PsJHmuazYBKQn8v2VBCMQlGLDwCxccPQHceJF30CcjEDFHEilL9atclbaO4ozCqHNo1SB2MY41/GQihNmdk3mOI+YTNRyNT2qNdPdTnmuuAF0Vm9rTTbkil5dYKU0pqx8Bm+69Ns45x2fwcbagFFKZATKZjJJzHzWmVBqFG+UbkF6MroNzT267Gg7hLObwLkbVLOd5eroaHc9O9rZhGt6ugy2yqhJnazCqaUPZnOySG/jjIDbv02b2QsAuOHQY/HMzIV42Te/gJRSCEogmilgkzJuTjl6m6GMGBGDplAQJfS2kJbpkJ6QaupqeqTOkmOO4tbO3HnGY+3mD2B+P4c+FYO2TtcAZEmDsvmfpOY+xfZ5iPS49Wjf+5Zj7lP347dHfQCqwqESgbSZolKL0RQKnFHT64pk7AUAGOg1Z6Xc0BiyuhM7n1gBnSjZP3yfng6sBtJmfk4Wu/aa5QDaMTM6Mye6Uk6kpOXeukeH6oRUUp9cqOSRHjBqauQYw8/f/AkcdM812PUvf0Ij4oZGKg11TacCCaegyowR4oLqVPr1wquHKpMohqvp8XtB1uDdzTtVMjcB5FDX0F4o9bbx9OkZapj5FAZ3APyaUU5v0+hlBB/44eex/vAjcdfOByGlFLpp+jwKSnxLBs0IeGRUfxkhoDGHJEAcZUgPZQSwyOpYQU9Y5xUmoMIE8UvZJk3Qk9HbSmp62kCeYTZPBRPP/C1TxfGSuaVIT0Bva7PhpKnC4XcsQ5w28PvBU0zjN6mgCRDZzVzYDAtjFHHMIZCXmc46VJd/fzdQS5Eeks8ejYX0lA1qliVYW44zzk35+QjpDg5lXSA9nNEcvD9hpIeGktXw5zLZsQkiPVUO4oIeSiEBsIjhgd0PwYM7H4A3Lf+B6WidZg0vqxFtKdhX2vZkUhqRfXSiBhORrAaMuIefA4ETpTc30oNWNKodNa/opIUQf9idGyiv6XEKTy4xwQiBbjTxgZ/8B2486E14ePs9jEy80qCMQnNDZaNREPQYaSg0VUlNj1dvI7lHQvLZ1uJwYXRsiuSmqLeFQQHB+JCUzWUE3dHbyrL0nSzmNFfE7agYjBBPyY0oRRRzxBWO3j4jXZAwimWHvxtT/vwn7P/AdUgpRdoQ3vlVdi55eltY02N7hejC2u7Gp0kQWFpO4Ggl3jkL1D27QXomOIfbvc30kwv2sjHOV3QKy9gJqaWaMns2T1mC2R93XPUYjr7uZ7jk7Z9Fk8RAJYJKJGRDoNqTIXKcmuQP5RklcYpDerhp9ObrTQq1c7zD3kKC14pG7X5D/bFj3JAXyRxFtp0CXVvJ6i7XDkpQot5mHmPmkJ7sc6oFpMerHlJi+sMQguGBafje6/8f3nLZmegZXQ9ukwcRo0CqkHIGqq3/5XykVHpk2PfoUabVh6uZ9mNRhrWnWcBTVnoQPobmx/eLjvRkc2bYrkU+6FF5yep26m1H//4c9A+tx8Mf/BcoRiEZgWqkhglECYiy0uCUgnMGATt2Yg4F0wgYMAIGhFIQGkpWF4UMMv/Sza8KyySrWWFdfinbpAl6dJCNa5GsLmSVw/cA+WxClkHOqAPFBqbZscrT21KpSvnRADDtputwwD2X42fHfRyiEhs0R2koShFVzSaQMgbNKGhEUamYSJ3lNoXOA67TgHTQpEd6OtT0GIem5O8FyN306XGfnU2ass/uFEf4Pj2EtMhkt5yLOBTKXVPHwzueJxMyCFS56Nj1GO1soMp9VJhaJIdXOWiF48pj3ospI2tx2C0XgQgFTqmht3GWC8Sldb6dalvMqe834pq7jcfCgEIWnB2XZdpUGkCxT0+LcmLBiQyPBUKkp6je1lrTE9IChDR9BGRwf+af/jms65+BWw4/ESlMJozabKXiDML+vokLGhgF5QwNpVt66xRV20IHYmykZ6yanolvHCG1LERvJ2IT79PTbTE1xrwXoVUsncJ/P5+Zpui3ipMRo4hjhlpPjJp1oJsgSFgFt592Bk658keYOfwcVFPAiT5IbeZSKFktlKvpMSioi7GLkvEuEeEclGINmpNMd01KO8U0gS/YtXVCelxNTxi0jZUYKSYAy/asxKrcMXtsqN6Wrn8ep5/9n7jkkFOwYf72gFAg1QgqERCJQI+tTY2YmWupk9O1v+VAn3mdcWZQBD/PHBqRd9TLAueiE198LUyMTdai68HBwRxlKLROyYJuUdZQOr8o2lP1NT3ZuWLrBA8ENT1Sm7WTSwVFCQijeGjurrhxz9fig+f/F+I0NUiPDYzSiIE4pMf5SKnyaJ0b/1Jr2wsqS1QDtkY6GMeeOloMetrsKeFrW1rIYMyaHrtWuN5gtYjl2BZA5neW9emZeutNePXFP8eX3vOfGE11VovaFNDUCF1RpaCl+Y2iiCHVNklgqfaVItJDCDgx6GpcWJdDyWo39HJCBiwQmJk0Xv+LY5Pm6yudFYS1c7zaIT1uwwKyyRIiPWFwFJ4/VG8rZqe9Pfss9v/cP2Hpaz6E9VNnQXEGxilipZFqjdhmVhICIGKgjKFqB23OuRojyg43iaLRwrk6qbeFEX3L34OFmAUZgU7SuWQci/RY2eNMmWfTkZ6MPmH/BpdZnijSExnKBgzfNpUaUSUCixlEtYazX/9xHHXlOVjw5AOmwFdqVGxQ40wqQ7MihPgMmqOucEomJFkN5MU9fI8AGEepXaA+EXP0hdDa1SMVEwjNAtIT3hdlaMu5IlehNCqcWUcUOPLOqzF1+RX47vGnIYo5Eq0R2c92Mp6pLeBsuqCZU3BuqKStSE8+6Amb2eYDj/z7uhlDhLQvVB7L8pLO3VFdNrd1S7EZL72tyllpRrESUe+McUryQQ+jSLUGNLBy1rb47ZHvxLsu/QbIxo2+KNcJGWQNqLPmpElRyEDl13iH3iib1ZY2CeZq0EIRg7GQnjKhj7EsZCO0e90lMNz1dLKwx1X4GFqzGPS469Ya8Qfej7tfvhfu3PFQUM4AIcF7YiCVUIlEr6WvRU7IgBHwiIHYeVSrcPTGzPQQCWp6ikwGX49CWhGdDGUt2af8XmeeT9aaHsBQutvute2Sm20CpbJzhFLVQFC/E7UiPRVOEbGM9uSblFMb9BjKBojWuHbP16PBY7z2xnMhlOn5w5WCiBiI21Nc7x0hfQ88lxQT0tT0OJ61W/vDOphQlbCFYVN4HppPXmxhettYlkoFqU2Pnv4qtzXZWfDmyhUMa6FA1Vu5Egf+20dw4WlfwnNTtkJjNIXmRv6dNFND1yYG6XGbYxQzs48RgFc4NIBqHNb0GGR1zOakuUCY5pIHf6e3GZs0QY/WQe+EFoqNeSxG/z6YQV5BBAg3vfbKPqk0EK0UBuVpUcISAjjpJDx47El4ZOEiSGZ6hDDOEGkFASC2tTxNYqQGmUV6CKNgNFt8wo7wZebGYZm/5TJKlJjBXoQ2i+cpG9OE5BWuHHe67LXQuq3pcQ5KJ8vU29znTjDoQRBE0uwxpASM1wYq3NClYIIeoRTiWgRWiSA5xZoZc7B0yT/h3b/9KvoaIwCAapRHetximHPUbMaIMzphelsiWvuQOEdpc/bpcWtwaD4rV3ifKmxOHWt6tEHAwvmXSo1qZHo/bPXMY/jY+d/E/d/6IYajHhv0AJHSRvqdEsAiPZxSX1xNmFG98ccEFhUchnxhdTZuyiSrx5I9pwRjoprtLJwnm4r0TLSmh5DuaiXGm0TIJKvzCYmYUU/JjRhBNY6yoIdmtQdDG+q46fA3YPXMeXjDud8ChUsg6Ny8Tm1PtURK26entc+Ne66ROV4hrbnpE2z5ouvOSE/nmp8yKzp6oS1fvtwUgwefO9b5i+tAmXpjaoMe6oIe64DizDNBH34Y31vyT4DWIBEFkQpRTwydSmiL9Lgiek4N0sMjhsg6WTxiGKhGYJwahzpAemgQ4ITrczvJ6vYBQ74ubDLa8uXLPXOhaB33U3SZRCQZVTuUrAbgpYwNQwP2bwZNbVFGZQSR0tAW3o2lgo4YPv/WT2Pf+5djr/tuAacUkdRQ3EglJ7YBu4ap6XEOs5tnLlkMGKpwEgQ9ItgvvJBBIUFWTEKHltHbXtyaHkdvG2qkGKhyMEpziceMpWCO9/RuKYG3vhUPHftmPH3gIFKp0Kgn0JFptUCaAqDUyPYbGAzEIj0uUe6RnjhEejLqcFlz0lD9142/0Mfjwbr896BnkpgMs29aY6QpsGLdqHmtENA8sX4UI00RID26hLpmR2NTmIGGzKGTSqO/mULYgZqkErKRYmDtCJ58Yh0uu+85XHDZfVj5no9gzUaJW5e8D2AEglMobuD+SGrjmMUMIMRknyMGzg3S47JgvmjTDbg2ztLYG4GJ8jtR29x5yjJoLZLVAYWAduD4U7QP1IqfO9ZkyvoNbdqGRgMKUrE56UT79AzUIlB7zia1SE4tQlTlJtiNGO444Ej8Zf5eOOWb/45thkYxsHYE/WtHcMVVD+In59+JBx5bCw6gUje0gdrGJoTSWPvs84iIWeOeXjWMBx9fi1QqXH7/StyyYh0A4IGVw348rx5pYvVI04/lhsgyaCGfWOtyGsD9zw15uszK4QbWbkz8ex5cOdxy/FMb6ni+nnamtymN54YaWD9qzuUyx+uefR4AsHH1cFZXoTVkIvDss8/jkVUjEBs2mqBnvZnPGGmg3kjQozTmrF6LD3/9kzjvVe/A4/3zoIVCHDOD9CjtaaKIGVJmspkNN344QyXmpkliYewVEZ6seWI+Q9qqLDV24BzKTo/XGMlvPpMa6Rln0FPh1NJc7fupy0IzTPFCBhS1GketN0atNwax8u6EUaxZOYxabxUXvuk07Hzfn/CGG3+P6LnnUVk5hL41w9hmuI7ZIw2kQiJupOhbMwxdT2xiQaG/meaCDONXBEIGqURfM83JzGYIT1aHUDQ3N5289FAjxVNuLAf24Mrh1s7zAdJz/3NDLe8xTIQsMae0zh339IY6NtRTjDQFHl89jMZa87luHRhZPQIpFR58fC2uv/ZhrF093BL0UAA733sHks/+O2447Qxwwo3iKGMgGp6twEYT9PVVjNiEDf4FJYgjBm4dMB4x9Fc5otigP1nQQ0vnVal6W5uEg3stVAKdzA5aW1ZFh/WhKCjUzkKqdrFuyqM5wbmqnGJKLfMNfN0go6gKaeiJlKI3FdCc4bm+afj1qz6IT/30dMx/fAWmNhNTN0kJ0kSasRMxyFSiv5GC2H5XrJkiEtL7TjRAenI96RoJVD3NsXCkUrj/uaGAAmeudaQp8Pi6jfYYF9Sbxyetr7ehnuLpDfUx71s7+8uq4VL0SGuNp4M92NfsNRKoeoINw01ME6b+9Jkn1gIwwd0UoaBSCTGaYJvhOh5fsQ6/v+9ZPHjKhzE81MDVh58MPL0e0zdsxKoV64DI+BGsnjiaDUAAmgiD9ESWHUQJeMU0Sq9WuPHRCDH0NutTdtOcNOvllM21dnveS80mTdCjg8mjNHDjo2vx3eseAdCqmvH9Gx7DtQ+vyVSfgs1KFIKe2rMbMLDSOGahnOK+z66H2tgEAKwZbqK2agjbPrsBy35zO75+6X0Y/sYP0Xfxb/Gdvd6BFU9uAGEUwwM9qE/rBYsYuFJIYBb7nj3mYJRQsG1n4KBF8/CKxQswMqUnF1h4+LEDogK0aXZmF7fZfVW84xXbdryPZo60nuSInbbC7tsM+Odzp9bwpr3mAgDee9BC9MblwdTMvgreuu+Ctp/nuLFTaxHeuX/na5szpYole8/b5A1tp6368LpdZwMIMxzAsbtvjR1m9U3onFv3V3HK/gtxyNG7I4WhiGy35zz0bTMF9Sk92DijD+iJ8YvXvg+znnsCJ950EeL1GzEwXMc1Nz6GO657GL9ddhemNhLMfnw1hJCYducTEELh5ovuwpRGCqU0zr/kXvxq6e34y6oRnH75A/jXi+4FAPzrsnvw6Bqz8P/mjqdwwZ+f8WPaNWA0/86cqHYy6/98wd140m4QS29/CsvufgYA8PDqEXzmd/fmjh0cHMRZNz2OK/+yKphP2TlDjvY5tz6BZXc/a58DFalwy29uBwAM3fgI1q42CJhUGn1rhnHBb+/Ety6+B8mfHjcF7Tc/ilhI1B5aiaceWo0Za4bx8fO+gWdmbos7dn4V7r74HjCtEUUu6FE++yUGani6v2rqDLTG3P0X4sR952O3VyzEcMxbBCyKHOcQ6THZVvjnoR2x02zsPmcAnawTHXQsm1KL/Bw+efF8bGVrJCZim1LT083ce+2us7HT7P6uz7vP/KkYfPnMlmz/W/aZh4UzjFLb/ttOx4F7z8ei/Rdi+qw+VHeaDSE1enbYCtvtuBVeve98zFu8A84+4ZN478XfwVYPP4zK+o2orh/FjHqCXdcMYeO6jVi4dgTzn9mAmetGTKAx3MBeK5/PBemUkpxQQX31MHZdM2wVlzJWQajyaRg7+Tn1bxfdgxXrRv15lj+0Gj+48fGW7/+F39+PB1eO5P4W9rk69ZzbcoIfg4ODPihzsZLSwAfOvcMnF356ywpcfv9KLH9oNX548X1Yc8ujALJ14NnrH8JTj6/Fuefdid//5nbccMWDSIWjt5mTDgyvxz/94LP49ZHvx1UPNDB77Uim6AEgjjnS+dMx2lvBVtsM+IAnYhRDlQj7HboD3rH/Qrzm+L3AGMWb956Hxftvh2SgmqvPMQgo/HOgfKx1cr52nd2PI3feKtfnZzLa4OAgTj1gYWkScuH0Hrxhj21K32fux9jnf8W203HgdtMBZPPIPcYlQc/CGb14yz7zg8+x6982U7CuFmNDTwWyr4L11RjJ3GlQIPjzfgfjuj2PwHvP/iIENEYHagAlSBIJojVIxCClwi5ProUYaUJqjdlrRjBnpOEDCBowdERA8+JPrgd/al2u7lQojY/+5s9YMxIkzgDc8Oga/O81xtdzU8/ta8bXW40rHliJn9y8Yuwb18ZOv/xB3PtclvBza+fwUAM/+fbVAIB/ufBurLDJjGmrhsGeXI8nH12NqY+vRqQ1lv7vNV6ye9uVG6BXDYE8tQ47rR3GJRfciZu+9mNsvWwprnrbp7HxuWHIlcOYOtI06oczerGxp4J6fxVqzjRzPxbMQH1KD1Qtxq57z8P6WgRKgNrMfjzTX0OtyrH3q3cCAMzfax7SSgRGCBYvmIbDdpiZ+355+nYYGDuRqTyz56VskyboUTorLnVNnxpBNg4IVUIybnZ4PNBayEpTCcj8eYRURojAFsZKoaCkwkglQmM0xSHDT+ON1/wQ1Ut/h1UD01EfboAwipG+CpoDNXBuZCATS9sZ2HUOmkojWjAdR+w9D4csXoBkao+BGFsyX+Xfv+gohOY2lFrMcNLi+S2v544l5cIDgy+f5R0PAOircCzZZx4A4JRXbNs2+q9GDCeP8ZmAyUK9fb/2wREA9MTmMztR+bqxbabUcNQuWwMIimIJwdG7bYPZ/dUJnTPm5voPPGJnKABDTYFdF83D9NkD2MAZkhl9IDHHQ9vOxjmf+yZe/8dzsW3fEB7Yehrqu81BtN1MJI0UsdJGIrQhjE+RSiT1FBWriiNSCdEUaAiJuVNrfvNIpMJQIwUAW5ydoTvNEOmR+Qx1WfZKKI2hujmXkFkxplDaf0ZojTRfF5ELerzTZv7t3q+0NrUCdo5qoZBaSWEhlVEDSqRpYpdIcABEGfQGqcToaBNHXH8eZmx4Bmd++D/x3MtmIW2m4MRkkxsK5j5aWJ70xniur2ayz1Jj7j7b4uR9F2DvA7ZDk7OWeeOpIdbpckhPVtNTXmz8yh1nYeH03pa/h9Zt0FBmUTBPTlo8H9WoPVV1S1m3Qdtrdp6NuVNrXZ93x636cfD2M1sCyiX7zEOfldLdc+4UvHKf+dht0XzEMUfPjlsjVQoDe83Die88AMfsMx977T0ftx58IM4++lS8fdlXsWHeFKR7zMM9W03BSMTRrKeIlMKGagzq5kYiEQVzRmqzJoS1nWmijFyszCfYVNBAEWhVUHNIa0jvaZQoNjlRhdDCIKxM6Smk1pnrMWjr83aeJVKhKSyNT0jogEoEALIpkCYSzUSA9VUghETqsvBKg0qBU3/9Zdy+y2G47/gTIOdNRSQlQE3/KwCoVBg2bjcLD82Zhq2m9yKyctWcEqSM4uDDX4637bcAhx+1KwghOH7POdj/gO2A3oqvO4msUpSncwfrchma6l4r2rxpPThy59kdFd4mi719vwWlQh9Te2K80SYUixYmQjvZXnOnYPF84xxzZrgRjnFRDR1ae3+m1CK8aVH2me6yornTzLzprUDXYtyz1RTI7WcBAEa2m4UvH/deqN4Yh95xPpLeqkV6BIiyQU+qTE1QIqAUwKQEs6gpAJBCTY8b/1oqo0yGvFpuKlWGsgb7W7ivuHOF5xQq28cmYkbevkRlLREeGW0K5X1QIiS0VEiahurHYeZ+0hRIpUIkFSAkkEg8X43Qs+IRfPzXX8MPj/l/OO5jx6B//+0xb3BH3LPVFOx59O7AtF6kFY6V228F8jJz/8ku22DldrNAIoZd9pyHkTgyKE1fBc/011CNOBYd/nIAwMJF86FjDkYJdt16APsvnJ77HqF/GfZHC/e5Yn35S9UmUdCTqWA47XfPu/bUngzxyTtprXU/zhkkQnolEp91a0pDfbCDXdoJ2mAUdP16/ON3/xXnDb4LG3bdEwklSDYmIIzaDVKDcQaqgYbSVmWFoilkzhGquO7k9g7zwOkqMzcQS3X/u1wo3ftfyOLPidQVbE7pxE4I2USMETPehhsp+iscAxWODfXEO7pSaTw/byG+eOLH8bYvn4aBDasx1BCYPrUG0RCIlAIVEsIGAEgFkkaKSBpHTKQSKhFoCoXemOcKkodtP4BmQZEqEdJngn0fKui26m1CaQxZSqdTNzHBzQAAIABJREFUufJ/b4hcJnv58uVe9jcUBnEWoj/Svt89pzrjdmul/EYotQYVEmkqoYUEUomKPWlFaxChMO3m6/GqG87D6Us+g3pcAYuMUxwrDRYZRTaiAWUpVm5+RMxIV7vf2ysZFZwjRw1xohdZc9Ls/4ku/i8WLa1oE6/pmTg9rxsbz5wkxIz9MFHj+mAtO+wEPLvw5fiHH38BtnYbOmJo1FPEWqMemSJtaQNprnROWYlS5JCbNJVg2gUf2XGqGHgU5pRLOjganFTlXdgT0VoXWlSVC2vfXE1PyFRw88ytBU6woSlsAsGrttnjEzPP0kRCcYY0CahHSuPom89BEtfwh33fDMEoNiogSk3xtLL3vFLhEEphuCHQX+GIPL2NemGWMgvVSSNHwS4m+Uqop5mQR+lp7TH2cZM6WW0525R6uvFOvaLiZOjQtptjZXus+1dYIyQpw09O+wqOuvMqHHLrFdCMIrU1PSRmkI3UKCjacgImTOJAOqQHWT1LSG+DVH7wuz3OiUV5P8+O+Uaqsl44Ov+eVGVNhctU0ro1oVTL3AOMOp1IpWcauWOYkH5PI0rDNQmpjyYQUoMpDZ1IUwsnGzjxl1/EVUs+iIfn7YxGatSAOTNiIE1LjyPEJOzCvktC6lzwGpYJuGbPQDaP2q3bxeakjv4WBj2dxLJeSjZpgh6t4bNnTm0nbCAHZAt9arsBFx0yIKv7cZsMEcoHPbZBMdLEZBVkkgU9kBpNonHs+V/FA7sfiFv3ehWeeb6OlFLIegpqC9Gl1ka5BkBTZYXPTaFyjlfFFvW6BZ+PMeB89qtkUIcFaWMZa6MoM5nMXd3muMzNPZEpNQX3Qw2BgWqE/mqEDfXU/wZGrIDi2t0Oxl3HLsGXzvoc6sMbMWtqD1QiEEkNKhRU0wU9BtnhynawFiboSYRCb4V5MQ2hlA9UmkJa6Xa7KYiQ3pbvL1LWxM0Fbe7fWfJA2YxZ/j0NK5QQUnGchb0VpM7OqzVAlfkH0RqQ2mfMpDJBj0ilUfkBULVzuaI1Zqx5Bgd9+zP45fGfwHMzt0ZqNwUWc1SkQmSDHsAWcQaLvee5uyy1K7AuTJBwvpnalEDanGQ1chMxOo75OBltUwK+7s6f32Q7GSMmwAnnL6Ompo5Sgt/84+cwa/UzOOKCs8yLEUVikZ6kEiGyWWCkJpHl13TlemMFCbFUgJYk1DRQQFvy19gU0kpbu+AInoXQclwbpKcs6HGfldvLrHCWcwKF7UfUtAGPm0+J6ckAnZp5JlKJlBGk9t8AcMBtl2GHJ+/CL487DVQbgZYhqcGEtB3ezT2vVjhGmuY91YiZwnYb8HSqb3PF0oCVxCXZmj5RyWpnGdLT9pC/SptIwsT1wHNv8w5tSUAZfo45Jvzc/Gvu/tenzsAn3/l5vOecr2HO6seQptK0C4g5ZN1Q0XQiTdAjFTiQq+lxcyGP9GgfoKdBMtsIkLQiPS7Iz2qz8+cM97GJWCrbNBFNhaGKC4eo2no423xVCIf0GKuPJhBKmaAolaBpivdf/E08PH933H/o60EihiFbNxgxwzBopNLXd0ulcg2zpVL53yaYUxVOfb8rh5i2K1nOkuZmfc96ObX6SH+v6ZkkFkpWF7NprQGN8v1P3Hvb1fRQIf0uprQGJQTKLvDadq5WVqLxhOt/AZqmuPz4D4DGHE9vqCOlBKSZgnJqMn02Ew0ADaW8tGRTqNwC5It6CwNtrMxM2evjodOE3M0XwiZSV7CpzUlDY4WFfNPPR9BIze8acyO1O9QQHm2TWnvq1K2nfAirp87C2886A1vP6AFSiUjZAmrLyedNEyREygQWUiggNYtrLWIgxPWtyQIKh7zk+vR4lDPMUGdzJbQQkRFa5RBUABhqZhS3wcFBUzMUOF6hmEEouRueVypDbwOMOhTRGeVBKBP4SaE8/a1mN5OBZh2nXPLfuO2ot+PxebtBMYZU2UxYzFER0iuyAYB0i32QUQayMRTzbAMJLd+XJ6S7ZUqIE0d6JkdiYaI1PVt6jSg6Vx2PpUadrRj0mLWeQMUVnPGBL+PAS36FQ++7ETTmhgYpNWQ1QsWindqOPZVk49OcM9gbUgWmDRqUZaedA1auKqXtvhQiPaEQQmghDdVZUUo7zFabPj0aCq30NrcWuM9q2rmkg8Rf5Pa61KBAKSEmABIK81Y+jGOvOhu/eOOnkfAeAKbFwnohwVIT9Lg5VqtEWDea+FYIETPKYZx1FoZhtvEsYIRCwv0u6y3TGrh0Q7MZzxh6MWzic2/8yT7eFunpwBxxji6y3niZfHF2XnMegkfnvxw/eccn8Y4L/wtk1SoQZYIeVXcJYgGlAW4DAIf09HDqA4VUaR+s+OgdmehGIlWumalnMkjp9yT3t5AB4ZQXNy3oMfL2ztzvJ1InZiVyKBSTZq4ZpEflgp5EKBC7jx951TmopHX87sBTULGB4nBDQEhlaaIEDZsQd0qUYdBv1j7bR5E62rX5rAqnmWATbU/JBjKRC4f0VAM0MKOawv5twrfxb8ImTdCjNXLZtzAbV+R5CpmXF9W6Ndhxm4xBegLKAyGQNqOuHbIkFfa7+1ocfN/1OPeoj4Iqo5X+9PN1CEoRCwXKmW9k55CehoSnzhSRHgdNlnGcy2ysmp5uF8pNUZZ6ocxd3ubYzzLJ6k0/F5BtFq5A1TkCLrvvevEAAGMUZ5z8KWy/4gHs/ftfgUnli4e1DXoiO9a4rUPLgh5leytQCGmkp4da6G3aj63WPlSheEd+M3BUFXd8kSbqXnPWtEiSRiu9J0R/lDJ9CwBAw9DbAHjnKw2CHiYVZCp9tq+SCBCt8JHzv45nZ26HWw84DkRIKE6RCCNJTCKGWBikR9rB4WU8A3qb+Z3M9cXBphBaFAgXOAqqf27nyEQzXp1oJX8NRsmWrZWgBeeqkzk6aTh/DfpjnAEQgtUDM3HeZ/4Hn/n11zBnwzOQTQEuFXTVID1SaRDhElnSy6Ob3iLBPBES1AbvjlUQIpllPXWEo5+pTOxA6fIu7G7ehjYm0qO0rykKjxsq0NsSoaBkVp8qpAZ3TmUqoYREAyboqaxfjbde/j/49es+hFWzF4AmApJRCA2sTxRoKkEo9bVLtSrHhtE066Vk5aqjQJK6zDjNZJW5ldQlwWtAObIRog/tbHNSoCeTdaNyWjRu93/3rmquXqP8PWHQ6AKeIgrnGnu7usdbDzgCd+w+iEX/9iHEIjVBj6u1aQqz90mFCBnS08NplkCwqAwjtgdNgd7manLCxB1g5oSjhBV9PWnr9Aw9beI1PWGNeO7vNvE9aoO7ZmqYF1yaBq0iMUlzl+Crjyam5gnAHnddi8X3XI3Pv+2z0KDgQoJXOIYaKVJLY2MW6XEUbaEK9LYg4cMtkuOeO7YQkNVvtRs7ReGeuKTu6++S1cYmTdDjkJ6IEU9XyzLU5hi3IaQq42A7R7QoWe2FDAJ6m1JmwVV2oEMoKALMW3EfTrryBzj95M+iMTAdpJ4iqkZ4ekMDKSOoSAnGqVH30dr3LKjbDHWxMRtgGoiF9LaxkR60fb3TYC87zwsZ80yE27x5kZ7NO5Hd7+T6igw4OVeH9Fh6G2A2+rTWg0++64uY84NvY5cn7gJ3C+uoUQaMbeaZSWUCFZslaqQSFcZ8/UKxpschPT0RyzcnDQJ45ygVGxSGggNhhixzqDKkx9X0KJXNs/B0Mpg7hvbnzgsf9DjnSwT0Ni6Vr5UDgEoiccQtSzFzaDUuPOzdSBsCJJVQjNpGrsRIvqfS9iwwn69IfiOIPGyfLfLh5uAsnJMkzHY5yWq0BkrdWqeM2wtpE60r2BSUqxsbTxF6mXNrmv9mtA+pNFbttje+dcw/4B/O+U9U162FogS0EoFbp4i4ImfbV0QpUyekg+SYtLQdYetHI9tkGMgfpwIpAz937H4jLQ20WF8gLc2uBXUtJCZaanp0galgzztsM9+pVGjafkQ5ypBSiJxTmQgoqVAHgJERnHDWZ3Hz7kfi/u33AzgFcUGPVGjawISwDOnpqXJIrdFfMWudo2wbtKe9i1Ckb4fIQ0ipKQZOxT2xzNxwmATTrNQ2qZ5unHPP7f+EmN8uDhI47enymb/h3keQn2tZ78CsbvIPr3wbkt4+nLD8x2Axg3aIY2JqerhSYDDJO0WAGmd+Ljj1togTs4kEFDUgo4S6OaCDoAcwgb7z47yvJ7UX9SlDV7u1EN0Fst8vtUjPqNt7beAW2Q1RWppbiPSkjRTzVj6MN138HfzsmE9g44yZEJRA1xPEtdggPXZPCxPihFh6PMvuv1A6p/AbJuPiQKDHoKrt+z+FaoeUZDU9JNir/k5vMzaJgh5T01OLmN8IXO1BUbLadf7V2vyAumTTEJavwGQgZKAtz7uZZQWnDa3EW5Z9FT9+3Ufx9LwdgJgBo01UeyKP9DANMM58nwZui67rwjjAxSZiAFBhNMdx5m0y0s46Oe/jySxPliLrscwmcTfZMhh/85i7dwNWbarfPjqalNJBISgxCMLwnHnAr36Fk//wv5j77KMAAGK50BWLjFBHIROm9qAxmnr4Olv0bbYpEBboiblHYoBsDuQy2IED5oIhh8iE8rztkR5p51PmADoLJavDAmutNZg9zOl7hTU93H5XR8c57NbfY49HbsaPjvsXCB4jbQogldARtVkxCh0xUK0RxxwgpuZA0QK9LaCpOSsNekKkhyCH9LhAaKLzJKSK/DXaRCg24zHWRSbfWRnC7Wp6XHbbIZ4X73sU7lt0GN73iy+AagFW4WC2tgXOobFIj9Lm80NEVAoFCjNOm0KhFrGgmXWeyunMsw0s4mPK11qpNkUqtjPvxEnn4OWz1VmfoCyhBwQ1PbYAuymtcpu9iFRaxwxAo2nUtkalwKt/cTqe23p7XLvfG0GUgmbMZKwpNUXhPutLfWKhtxYDyNDtiBmUx/zf/jcszkuCVjShbD8iXThfmdP+1zvPymwiScmwppeSsAdLpxrh7P67vbb42xTROEYJNGP44//7MrZd+RAOuvpcD0HKpoBKJZgGuDbsGEkIqtapB0wgLpU2QZlSIGMgPW7bcu8fbqTlSr02obAlanpcos4jPUIhsaIoUJayrTS4va7GaILeJx7H2y77On792g/i2enbIq7GSClFOtxEtRZhqGmocpGtjau7mh5aSJrahqdhL8cwIRXua4xk9ahllhcyCJAehL+zOfZvbEqN2yZR0GMi+WrErIOV8Z9b6G0qKyrllBpVrBJ6G9MwTdgCXjWjBNpm33uGNuBdF/8Xrtp/Ce5fsAicM2jOoDYmqNUqeHpDHT09ZkPgkUF6pNLgVkooRabeBhSCHs7yktVjLOKdoMcwozaWvdBBz8R7hWyebHMRut0cxijxSE81YhlV0aMN2aYdMYKBCgcdHMSyQ9+J9/3mi+htPg9ST0FrESqpQKWvYsQNdJaprY8miLlxKup24XWBiquxkUqjFrO2ktVFRwnInKyw9qbokDnBBMD8fi6oksE8cZZJVpvPc02Bpc7obb321jt+tMuUKWGyZC976m4cfe05+PFxn0LKe5FGDIntkUUYNfUJzDT+BYDI0keJgXhy2a8M6cl+r5i10nCyZqT5prUuY0rpxDNe7WThX2ib6Nxr18B4c5nLKHdzf70zFxzLSYb0OHTVZbeXn/xhDNWmYsmV30WVm8A4JgBJJdKI+aAno7cFtWou09yUfq8RAdLjjgtrepICDa5dfUFTlgc9RXpbWZ8eGaBMbn6H9NTESekqVzxujuP2nCP1FDE03n7pD0CTJi4++oOgMQeVCtreN2GRHk0INKOgjMCFX701s9b5mp4ukR5OMxQnYhQsmFPZutw6DryT12EMbmk0clNtU+rpxhvI8WDvoTRzaMvkwJ2FzBIT+LQ2fA2dYd8UllHUeQ0/OfqT2Ofq87DHwzcijRhEU0Bav4lqDSFMOwGOTIDKqepySnOSukWkJ5HZngJkc2KoIVpong49DZk/E7FiHV5W02Ouvd7M6mlHNiZmBVPK7GlKg7r5uXItTjrjY7jmFSfgwfn7gGiNSpUjZQSN5+uo9cYYbqSmTtXX9EhwanQIpdJ+L4qYWdvyDUSz367K8wn1MMlQtCzJZ8aF79MTzNFuauleCjaJgh4TZfdEzNb0qJYMtZ8IMsuEtyA9wbGOdkODDYsSYnjfMsV7zv0S7t5+X9y8+xFgWoNFFJJRyNEEvX0xVg03MX2q6fvC7XUpbf6tLYzDKPHZsDDYiHmhb0HQN6TMOjVjG49k9QtNb5uoba5s+ZbgfjNCck3n+qvcIwRAWKRrqI3OWbhj10Nx025H4l2/+wpqw0PgfVVUhEJ1Sg00lWYfsAtvo5H6mp5RqzjlkZ5UGkhfG3qboZ/lNxCdsQdySI8b/2EhdJHeNlzo1RNK8gJ59apQ0copXY00jeKN4zm7zkiOH62EArPZwDnPPIYlV5yJXx75UTy7zbaIUom0wpFuTEAiBkqp5zlL62DFtvs7mOkQzkmeRgPkf+/OSE9x4c8oABNd/P8WkJ4tW9NjP6erY1t/Tx7IkhNi0XU7Nmp9VZw/+H70j27Ayb8+EzpiqGjTmiCtcEtvM8E/pyQnWa3sfpKkwguJlNX0hOM/60GSoUClQY8Pjgq0twIaW3xfcW9zn+PmaGo/KwmoolRrK2RgEygNgcE7L8GeK/6M89/wzxCgoJwCUvlEgmAkS45EDITSlqDHUXk5I5bBMDbSk2WtSa5uxP29LMDO6jA7BT1/mxnpzYH0VD11aWy6fFbTE9DbaHZed4wLoIiVrB7pnY5ln/4Wjr3+p1iw+i8m6LEMGaY1pJRQlILBBAqUZAJTMScgMhAycEGPQ3pcEs7T21zSLy1R6tUe6SmqjnZrTuW0rLeWYyd4epuQGHEJOctWAAw9nUmB3U8/DQ/t8gr86ZDjQRMBxSh6Yo6UUowON9DbU8FQQ5iaOzuPnDCSE2jJ1/RkteAuSe58jTDZ7WtROyB7xD2GQQ8pS0T8DU6scdikCXq05VnXLNKjlBnwLhMGZBtHKrPiT5fVK5Osdh3dwz49lBCgmeCN1/wAI7UBXHDw2wClwAAwTpHaAdHfV4UGMHNaDwAb6FhqQxQxv6ow0g7poaWOcjtnyWdhSgYkpd0vlJ0g0C1hL2S/gjLb3DU9gLnfzgEAzL9Z4OiGG33ESHZsxHDdotfj8W13xdsu+x9UezkIgOpA1TQyg2napgjQHE0MvY0Svxm47K5XU1NALbJIj88EtzppIdJTLIQur+nJkB5f0xPMs1xz0iD77V4fagijYmePqbrrsMEbFRKSAP1D6/DRX/wHLjn47VgxZxc0Y3M/UksZpLbZGmAcLRf0RLF5nTAKTU2BtNuoQ5qas5izViGDoC8WI1nGmtKsOelEx9+WRkq6tcla00MLm2wnyzjrwd8KtBuptHe+e3srkDzGWW/+Vyy64zocdPdlqGqjFiiqEUgqjey8Xeu1Bpyr5OWeE+kTbF69TZs9iJK8kIefOwGSEyqNOksKc8xZMXMd0ttMTU9h37Kf49DYNCdZbY5ljt4mNTQlmPnHK3H4bcvw1X/8CkZYFUpqsJiDSA3lkB5Ks951EQPlBMJeW49dvxyV11G2I9pZsjpEGiJGc05Z7jekre8zj21PnatFmIy2KXNvIjU9WQ1jJtPfaR3K1/Tkgy1W2MeMQ25+D8IokmYKDWD9y3bG0iM+hHdc9DVMefJRqCSFJCYYkHbsMWLobVXOfIASM2r6/BQC+aZHejLKKGDmToXTXE1P6v24TLJ6okiPEenJKydmfXpsY9Ikq6fdONIMvqd5DxcSx1/3QzTjGn533PsR9VUMcsOZQYwpATTQ31/BUCM1NT3UoKVOyKClJtjS29xP6ISvGDVMoXwtamf1NneM+60zCiRp8ZH+GsoftqRNmqBHaQN/1mJHb8smhCpMHqEUhBUV4NTxtrNmT4DJFERSQ0Qs6NOjwYjGsZd8H1OHV+PnR30YgjFoZdQ5KGM+6Jk6pQIAmDOzDwAQcWakRZU2ThlzxeyhJGBr9rlYtNluzPqBWfoa7XqgUvx1ZKE3Fw1vrPs6oXMS4tEbwHDdw2xbCDlzRj0qRGMOTQjOf+NHkPIYx1zwTUBrVAaqIKkEg3G8Es6QNlJDgXScX0J8MOI7wGuNnpj5IAgI6W2ttE8gqNtplvTp8UFLZ6SnSG/jjiZkP2a4kUJbbjdgeu8AGb2NCIVI1HHqstNx7aLX4I49X2k+xyI4KWMgnILGWaFmRCmE3QwqDukxWH0G7QfIafh7V3kJvY2Fm0VAdyPEOwCs6I11aWFG+6/RtjzS0/3m6q6DBLhQEfWWOqO39fUZunF9YCp++NkzMXjL+TjsnuvApIKqxiDCzCWP6iMTufEiADboqUYsSyJYFJ/Zse4srFcATGAktXGgyo4bb58eL9Ij887eUD1Eas31ZvS2DOlZuPJBHHz2Gfj50f+MkXkLTG8spcAiBqI1lL2JKaO2CSwBiRkYo2jaa6q5+kUb/BipXdurp6Nkdb5PDyHZ/hXue0VHrZuC6r9VpKcTOtPOGKUZcgPi6W2dmgznajz8f/nXckgPNUpjhJk+WIoQUE7xyLw9cMFr34MTf/Ef6F29Cgk3dZdKKoBTMGg/l5x6G2eG3kYKe1a9UNPjpkpDKMzoNQIAsrCnucakUpUrJnZjvp6uBClySE+jkQ96moyBKGUa2GuNYy/6P8x+/lksf9unIAUQ1SIoZphBPTFDaveSKQNVDDVsTY+tjWsI5fcdt8a4+690mARwgQ3NKIw0P4/GCnoc0hOKXRR9pMlAzX4xbdIEPa4fQi1ikCqEPpXf9ISHS7XfpLjN6hmuJA1qehS4UkhtcTSBoSa89ZKf4GWP3YXvn/BvECSCJATEFmXTiKJpB+C0AVOePc8FPTHz6FIUMZCgSWKWRc6+jwt6Msnq1gx1aJ0gf6M41d19NA3Lujt2c9gL2a+gzLqRPx2vMVpCbwsQtDy9Lav/4RUOcApVi3HuER/GjDVP4+gbfwZS4QAliIgGpEaDUSQNYeltBKOpxNSeCMPN1M8Dt9BXI4aGkC0BTliD4BZ1IOMMD9VdIbRGImX+tQDpOeTQw3KNF4E80qPsvDL0tpB7rcGtylXkri0V0FqjZ3QE77noDDw0bw9ccuCJ0Ba5adpHwahBeSqRX4gjRpDYJ7E9jnIDcWYy09mCHc6TSknQwwsbeqhUlBXulv78Y5rJir74O8em1NNtyST6/2fvzcPkuMp7/89ZqqqXWTSSRvti2bItecM7BmIsvBC4mEDgIrMEQ5yLSQiB7IQASS4EEkhYEkgIcQK/GyAEsRkCwQQDMhiwsWNhvMmWbMuWZO2avbtrO+f3xzlVXTMarZaMAL3PM8+op6urW111lvd9v0u5uB7Cm0y3Ae7yEbrqbYViZl+vB1MGiomFS/jkK/6c3/zS33H6Y3dj6gEyy8vERU2mFpRJT5I6Tk8jrMDboAuXrny+qjJVcVy1IFfEfpMeu/+kp+D0VJ8v3mffTk9etl0D//fTn9jAK7/+Ab567Tt4YnAZzWZI7jtCha1C7ifIVDgozYxG4Pg+UpJ4uGoBJy0lq/28VlUmnS6qBT/tPXvElDnS1S2mJD2Vsbm/qFaoj8d4cmPv8P5fRZcApnR65P6/wxI5IroJ5FTV1CrvqujICSVIO5kTkPEwuh88839x5xlX8KaP/D5BOuFgX54vJi0+6XF7r8yYSqdncvezQDQkuSkLE8XjwZ6IkU7ahWxXOj5FAbDoJB1ulHy6KR5Z0EUnVDs9rVZCqt3/Ic8Ml637Mqc/eCdfeM27GMu1MyGvBY4KoaTz2/PjbaCvxlgnc5y7aqdH7bt/mIr+UVL6a7pvp6ZYrw40pRbS5lJA5D+PpCuiVcynJ+Btx0EoITDYEmdd5egUVeiaV3kCSj13Y7u47ULhp1pZC4zr9EjjSK2Xf+M/eM4d3+RfX/oOWn39TlFLCoR11TOllJP9BGbOcEnP3Bl1jHCJTvGeYagQlY1vV1Gq+3WGUzo903ERqnGg6ujhSVYfPlHypxGSo9TpmVIVPhqhpCjlWwH6oqA0tXTPd6swQaXTE9QCbKAgUKRBjW+866Mse+IBLvzCP0OgCQ1YY3zSkzohA+V0/JuhQgpnjBpXkp6C09OVrO7yDqZumIp/90aBO0duyL36EzjozICX1CyiIGA7L7luR7R6vlJG3joIzGgndZLAxfdVwBaSnLzd4V2feSfbB5fwtWf9mqvA+ySm7RfRVAqf9Ojyu9SqW3AoNmHCOxsWktVVmEd14gqn5fRMlqyu8u5KzPQR3n9HQkY+nkKKYwtxkIcxJrtKb92/FQmqwHWAqvC23mZELlxXNVSSHctW8A/XvI1rbv4Iy7fc77D3sgtvw8PWlBBd35AkK9Xbyqqz73QqMbXT0zVeLI4z0yQw8RTBgyKcOpMoC3ZTYXEF36g6vnsjvY+QQVLp9AQCZj62kTd/4d189gW/wyNLzgZj6W1GTno7NyVE1Ej35aZenntmI3TjTks6uYN/FxC2qjmp+5EHNCfVojvuAiXKTdWkazgNJKc85qCdnp/dMba/KLgXhxOFHHjx+klyxPs52dS5rVpk3GdPQleyWmpJGnc7PQC2FvCdc1/I3Ssu4be/+C4a7XFMbhFKIingaV14W6AEwnatQopkowtvc3yXqmT1bN/psWVxr/s7N7bC8Tl8iFs65f2rkflx2ylEhDJDeyIpEULn/fArXLD+Fj7xa+8inz2LdivBpjlRLcBoSaYEjUChIo0QMNBfZ6yT+nXTceIKyeqpUuFV3mnxuFjnokpFrop0OJhvVrG+RWpy0lTEk1Et/XmJ4yLp0UpgDOVCVOXoFHK6kZYVnKd34bZuA+qgNw4rWVVvC411Gbu1vPj2r/H8//oUf/G7H2Ii6sNEGm0tRrikSRmDCiQtCypQzPCqbX11l9EHoS6TniBw8JzVnxK6AAAgAElEQVTis1c9QIqItCpJhHDwpOdAMq+HM1EWmf5TFU+G03M0Pmax0B7NBVKKfTs9kyatSqUmqCRIUSNwJGFfZWHBXD5x9VtZdvu3ueyuLxP6ln+sFEm7y+lpJTlaSZdQxGmZ5BhbUW+bptNj7b4LQe79AXoixVicTVKtya1loBFMEjL4zi3f86+zJfehsucrFRILArd7fYahC28rjCHTiTbi5S+nEzX5zNVvdNXC3GA8fKajJVY4fgGBIoh0ed8HSpD477cWdTk9QklfAROTMOyTOz3TcHqU9FKthXpb0ZntbvqPtOIln+Ixtr94Kr1CDicOB942ndJbVelSCN9dL+BtoSKTDhpZ0wodaR5bsJJPXfVGrv+Xd7B06wZXRTbu/cvimFM3AFynJ85ddXqSOiFduHQRXSGDLiSnikKYetx0ktVaiYpk9WReQdGk7QoZGHprmiQ3Hi7U5fQUm8ile57gde/8Lb582bXcfeYziTspSEFfPUAqic1ygsjNQQYBSjpJ3dwwsxGgQu3gbZ6XUXAH+qbA27Q6CKenArcJSouGogDY/T31PpDTjOGpcay7kU82jpzTc/iqkZOKPZUuwIHmsGo3rQtx656v+rvofispkEqR+U5PkfQQaoJI89Vn/xoPLTmD13zlrwmTNkIrFG6P5orSXclqOQ28rRAScH6MsoR2Jplhdo/jwuTW7fW6/O2uUbc7x5EkPdOPPcCZj+IKdsVnbLcT8lBz4QO38EvfXcMnrn4r4/V+gkZEu5VAkhM1Qud9pST1UBHUAmr1kP6KZHUxfjoevt5N9uWk33LKWKmqrxXX6WCS1cVxRXI7nZBB9T1+keP4SHo8HKFIeoylkvQYjHUbmypfp1yklDOiKyrSpe+CsYTWkirFRfffzK9/85O8+4//gb2D890mLdJO8lMIjACZW7SWTBhLUNOTzCmNVoRh93NV4W2FVwtMETJQrkJ9qJyeA1VHD+dGVQeYCI+nOJobr4MR/A43HKenKmSgp01gi/Z1kSDV65FLeALlKqj1gIl6H1959w1ccM/NvOy7n4PcEGtJFnfhbe3UkR57awHDrbSEm1XV26ZyenLb5SBUq8sFB6e3FjjBAdN1onZJSzhJsrqAORemi4J9OT1FB9VY6yd13+mxbvw4A+CUSz78VqwQfOQlf4gNQ3Jc0pN7X6tESqz2vLlAoWt6Eqen6LIWnB6pJSjpYW2ihGDA5A11pOU+lc3C6M1dz8lQggILf6SdnieTMB0P4RbCY3t+9/vg31GVV1DEZKW9yfNnM9JlpzDUEh0FREnG/cvO4z9e+6dcf+NfcerjD06CqtninLlL7B2nJ6cR6C5szVL6vk3L6akIiHThbV2Owf58enKPRijNSadUqosxV4VuKyF8R9VtnuLcqbcJY5k1vI333PBHfO2lr+PHK55Nop2csFTSzVlKQmZKiKjBQZYSP0/MbLpOj1Su02OLuUyJipCBmPRzoGtXVZ6qSstPhU5Net0hJMVCHNr987MWR8IHrCJGhOhyeg7Usa3uJ6SYAm+rXDPo7hmk7+5kcYoVAlVWpCRhLUAnGZ98/uvZPWMB1/7X+6hnHWRl31YkJ4EUFBjRgn8GlOprad41oQeXNM3uCRnzdgiRlpPtScxkjvfhRtcYeBr1tixHKUmSZGgpSHJDp5XyrPu+zXN/tIb/9/K/YGjGXESaoxsBnVYCWU7NF8MzKWkEiqgeUG+EvkubkuXGCYJIJ1m9v6JpcY2Kx8XaEk5Jeor16kDrTvEeUkzmfVX3RlWI+C9qHBdJz6LhCYzHLos9Y6ixDslYmzkTHVqdlB33bHUbm8f30OmkzBxvk4y0aXRSekbaxJ0UvWWvU5B5aAdn7BolTzJCY1h151e5bN1X+JPr/5Z0ImL+pt2IzEAUIACtpVN4A4JAkyg3wHsipzTVW9OIQJWQm9xaQr9oQBfiBJMnoFowldNz4OrWgaqjWu2rgLO/ONbKTFPjyL1Cjh621LWFj8qpyvP1TRIyCCZDFSf59HQlq3t6Q0SgEaEmVxIpHeZ3fHAen3jtX/O8O77GFXd8gVgKwqEW9950Pz3rt7P1Bw+jpWDO8ATf+txd9CQZjHYI7t1Ksmk3HS/msWR4onSQlnvGkaMdIiWZGOtw+60b+exdm7nru67SPXe0xa494+jhFs1WUrpaz6i7Ts+tN6/HGENvuIAoy0l3jxONddDK+QZ99n82c+vND2CsZXBoAptk6D3jDD6yi92P7nEJFxYRKoJOm1/7xgcZyeC7b3o3sycyCBS5EOjckocKKwSpBQJFonynpxZMknTv+GsYlZweV1zQYrKYAUwuDhQmr9WoevcUghPFv4vNwpEmykdLhOPJxvHq09PlJx7CsdMkSJNI2JXnAyVoenlYFWlqgSSsaRoTMakU3PfMK7jxsut4+wd+lytu+wGzNu5g6eY9LHhsNzPbicPoa0maZszbNUakBZ2Hd3LmzhFUK3ad1cxw9x2P8Zdff4C/ueH7XVW23DC7FRO04nIDNt5KuG3tQwA8fOdjCF+o+NFje/n+us08vH47JBnzR9tkuWXp8ASdNOMTn1/H49tHOWnhGTRasesExRln7Bpl2x2PIqWbf+784cMs27qXpZv3EAy1mLfrMX7jP/+SNc99LXcufiZRnJJoSR5nqEA6Q2Xp1rLIz0kZXpFLuG7TzEZIUAvQWrKrlZRJT6jkpE6PVpLQd3z2F0EF5RB69bbpuglTE6fp/jY1jveK9JFzeg4/mQvkZNPXSZ2e/Zyq2NgKX/oXVOFt7neVi1yVrE5GOxjpEC8AItCE9YDaeEwahnzpsv/D7oEFvP6Tb6cxPsasTbvof2g7zfVP8PjahwjjDCsFVgpC6bopK3eNkt63FYDWxp3UPDx7y2N70MMtBpsRY62Yzeu2uLl7026++MnbUYkr3OXDLWa14hL58+k7Hi/XsE/eeDcbHx8C4McP7uBzN91PJ81Zc9cWAO763kaE58puuH8bX/i32wjrS3nn1x9g4/ZRao2ANMk5ZaJD3Mk46Ruf41e+8yn+5Vfexs7+BahQQ5YjA+0U68ba1BshmXJqv41QU2uE1BohfbWAkXbG7onEe11JdozGfg83ef9QNdAurq2Ubq9YQBjBjbMC2qYPcO+4buvkTtHUsXYgb6dflNAHP+TYx6Kdo6QTbmOWbh4iTA1pqFg41mZ47wS7fryZ6Pyl1B7fw65dYywc65DuHGfGeExvK2Z45xjR43sJzlpI+NgeZmrFUCvh+bffyKp1X+efXvxntJuzmTncYmReP51ZPfR4g9EgUN1qoJaMRAGXPH8lSgr+5ZUX0Aw1L3nlRZx16iDqzq2kueXk0+Yw4/yl8NAulJSTKiZFXHrKbM6Y18fjQ65+ffBOD/t9/rLlg5y7aMYhfZcr5/XylqtOP6Rjf5rxoZc+jf7a0bn9Prr6PBrh0buV3331mSyd2SgfP2/lXMbijE/fuRmY3J5+02XLWdjv+F+/cuUKnnjaQj593w4eWTqLCwRsOnmQ+bWAscF5vOu17+XPP/5WXvY9ydcufw3PWjqTDbll/KHthANNenaOsttaBoIAPTyBHGoxunEn2cJZ5NZy6tA4O9uJe+/to4SRJuyps2fbKI/d9gjfGOjhgnu3oM8/if7tI+zaNkptzwSDcVaKI/TWNO0k56YvruP8ZyzjgTseo7+TkW8fpmc0Jhjo4YmRNv/2g0c59/6tLL/26czaOYod7CXaPY4e7zDx+F7MQA/SQmgTXv7l95E1+/j4C97Moru2MdEI0Qv6CXeMEuU5cajJL15GNtwmO3sh46MxcsEs5izqRz2023+XgnYO0bNPRfsJe+DcxTywdcRLVotJyUZ143DdM06aJDEOUA8V/3TNeQC87ZdXcOqcHv86txE440mMkzevWs4iz/n7WYw3rzqVxQPH7vNX4RoHi+nmxQKHXkA1iuf/+eXn01fTrJ/dy2Vz+njJ0xbSXj6b9+xp8Uicc16o+OIzr2LPwkF+6zN/xSeufQe3LziTGe2YWWMdp2amJO2JhNP2jqOBdNNuBjopY2MdjNL0JQn33r6JO3vqrHzwCTrnLwEcoXr+WBujuly63bvG+OE313PJqtPYdPuj1Ob0k+WWtRt2ITfu5PSBOmEnZf6eMZI05/S948Rxzn23b6K/r0Y03GLWeIdWI8KOx8xsJ+y9ZyvqwmUEWvHAnY8TS0mY5azccD9v+MK7uOnSV3P7+Vcyf8sQQ6fMoSW871w9oLemu0lM6MZDDvRdcjKjj+wFa3n5BYvprJyDzgyLhtpE3pPkQy99GoNeGe9VFy2hESgCJTh9bu9+r93LzltUrn2nDDZ5+/NWVKrZbgy/5uKlk7rm4Dh4N7zi/APeF7OaIe//1bMPeMzPYlQT+UONhTPqvOeFZwHwty8+mzk9UXmugwojiQqcd8rcOVXsRQlBtHAGtUBy345xLlaSrWcsoKEkFz7vTG745oOM9tawSvGl57yOq3/8Wa778O9xw/P+mNb5p9Nup7T3TjgqgH+PEAETMYPtGPVYG3HSHOKNO2nOn8GYljx4zxP07p1wNIKJhM0PbCNauYDa1iEe2jtBTz1yktO7x5g/3iHODKOdlA+v3chVm3Zy3iXL+Mntm1BKsnzJAHfctZlH1u/gvAuW8K8/fJTV5y/izpvXU5/TT5wZ7lu3mU0bdrFlpM1dUcSSPRMsa4Qkac7C3WNcdOPNPO3rn+J9v/1BkmFNmGToekjeSrAS7p07g6tPn8N5Z8zns/duYzy3rDp1Ns9cOoNaJyPUkr9+0Vl00px5fTWuu+QknrFsJk8/aSbf3bB70vc+lfJQ8KqetrCfP7zi1PJafuBXz2FWM+S3Lj2FuX3Rfu+T97zwLBb21/j1ZyxlpqdnnL9oBnN7u6/5yMvO3Wc8/qLFcdHpEdaSJRnGgE0yyA15btC5ZWI8xmS50y3PLRPjCdoYTJKhc4PKDJ12ishyAgtWSdpacM0XPsKz7/4mf37937JnxlxquSGuBbTm9DExo1FWMQLf6bG+GmyFYMGSWQCcs7AfgGecu4jeZoQQDr4QRQH1WU2gC3GCyfC23lrASbOaJYzkUNXbpuOm9NcDlgw09vn7dBEoyYoDLFRHO44U23zWgv6jxsM5a0H/UTlP9XzV6zSjEbJ4oLEPSVdJwfLBHuq+CzhnZpNzT5+HVJKxeuhI2P0NJ1kZatqNGfzzi97BRRvX8bKv/xMrz12IXDwTIk1gLCozqBkNAmMQaU7eE2HinNQY0iRzhp8eeyzSHJHmhFoStxOSJHPymkBoLDLLSZIMjJO2LcQRGqEmT5y5aJrmDA+NOj+rJEdmTmUmzoxr4wNpO0PlBtLMyQHPaGASB0PoHx/iujV/wWh9gO+9+k8Jg4C4kzDS30A2IozEiYkAalbTkboHmk7ytxbQ01uvwGMkcZYTzu4tx0pjoIEKta9eTYasVe+dJQMNZtT3nciL+2LlvL5J40+KJzdOlg/2UAvUwQ88xnGkY+/UOcf280so+VQHPXYK5KaIUn6V7vNnLehHS8FYFBAEinl9NZbN76c1t4/RWuCqqs0adz37St7+63/Bdf/+bpZvWcdos0ZoDcpajFZMjHYAEEkOSc5YpBFeITEwhrSTMrumkRaGfVKQ5rYcowW/YGI8IS0NeXO0sWReZarTSpwyVGbQxpJ4CeokyTB5zuh4zKOPbkblxpG6k4yWh01r4+DccTvliWbEwu3r+aN/fwc3Xvoa1j3tOYSZwWiFmT+DVABpThAo+mpOjRSgVuvC22qDveA7ZfP6apw0r59FiwZ44dkLeO4lywA4uzIfL5pRZ2YzpLcWsMyvc9PFvL4as/0GXEvJGfP6yjmyGNeLDzI29xdCiKM+rx/NeFL+dIfJZhVCcOb8PmDyuinF/vlBxbgSU7o8QGXO7RYnii5DEAWES2fTakZIARONCCUFc5fMZEd/wylxSuef9s2XvJGNy8/n+hvfyZxGwsisHsIZDVSaY6TA+E5PHmd0Ao1V0lEKkpzQw6U7rQSZ5TQChUlyTJYTagXG0jdQR1nXZbVpXq5jhXy7MZY0yciznLFxN0477ZQ8ThntpM4kNMtJ44zIOphou5Uwf/EAu3cOcfrcXvLMuK5NkvH8Wz/NpTevYc1vvI+hBUvdvjDJnSprmoOSbK+FvPYlT6NR07QDTSwl/fWAU+b2sXDpTABWnTrI886YhxSCU+f08CtnL2Bub20fJd9yTZLd61IIVZw2p7s2Fdf85NlNmgco7p45vw8hBCfNbJZFwHqoWD7YM+lcv+hxXCQ90oKJM3Ljbm6sc8INjGGilWBzh/PEWMYnYgJjMUnmXXJzknaKyAyhtQhyfv3rf8cpm+7n7675S7bPmocRgjDLnVSu8H49vn0YBgorgIpSTRVPWY0qTrnK4ymNEKeZgKYqduxXyGAKdv1EHH8xnWT1/o5z6lEOetVJc2SkCLOcsXovb3nTh1i0ZyuLX/sKmnELtEIbU7rKa2MhzclqAXnicP2JV3OyaebUcbIckeVEShK3U7I0J/dQnNAYRGpIUidzGxhbqiBGWhIUCodpjvHP2yRHZk5mM878OASyTobKnF+BzHJ0T0QeZ8zbvpnf/dRbeei0C/nSquup9daRxpJ2Mvf/UaKEjabgyeXOw8HYriFdkYRI6VR+AlXhBVRhbX5RLjdVRzhMDkcJ8UQcWRSduUM6dj9doarRXvW4ApJThV11vWKcMIGUgrtOPpcP/9Hf8ebPfoArb/syOjNIayFQtMdc0kOWY9OctlbI1DhBm9ySximBH0t7fKe+8MWRFX5dayIhS41XTLMEnsid5oa4k5JlufOAywxxmfS4MTkxHpMmBu2lbW2Sk0mBCBSBNWUx4/J7b+EPvvQ+/vnq3+ee5ZdgtOv85Ep6cZ8Cmq3orXUr7IUYSE5343sg+emjFeLEOnbAOJrQ2AMR26ucnpLHOCUh7fIcuwmUlI5/VqjAZl4FUQpB5qWmUQIDRJHm5mf/Gj8463Ku/6NXsfiRB5zxbZxhhcAKQQCQ5hjtoN6BKRIYx0lttxJkZmj6xMLkbl0QxhLVQmTBoUtydO4MSuPMEBT87sxgc0PLFyeSdopJc8Y6TsRnZNT9vVcK4jSn3UqYObtJnloW9tcxmaEZCp73ib/k5Cfu532/8/fsbsxC13TpcaUrY8liy++pEEk5dGVdJn3vUzs9B/PhORFHJ47JLLh69eq/WL169ZbVq1ev8z/PO9hrsiQjt2B8p8fmhsBY2hMJWEtNCqS1tMZjgtx3eoxBZIa4kyCAWXv3ct1X/gplc/72Ne8hCZukSmIEhJnxPAun7KM9vC30pHNkl5sT7Sfp6WJiKzLVsqoMtf+kR1UmmOmiW5k52Dd1fMWRYpt/FkOUk9a+whVTj8v85itSznxUhtpVaIWAGTN483V/BfPncf1bX0OztbdMPFpaOZW3zJBGAVnsSJGp3zSZJEdLichcklJsjrI0Lx3bdW4QuXGV5kqnpxA5aPiPnSU5QRCijevkKE++dIuKJ3+2E4S1rrOUGaK+GosfvZe/ev9v8+2LX8y3rrwWhKDeDF3HNk6xgeMCFFXnxJPKTUUSOPZJT5GEKOEkdYOKEZ9WXdiFFJPhbUfaJTwSeMnxGsfr2HP7osPbCEzdOBSk3rLT4/8eTMHDF8dCcW9RFra2nHoWv/O7/8AVd3yd//3NG9B5jggUHb9BMrHrhCahQuS5SwxyQxZnaOvu/70jLunJfHFA5qb0/Wm1YrI0L13dI1+Vzowl62ROGcq4ZCuecIlW7N+z1Upo1nvRxo0N0pxcS0So0bmhpgSX3Po5/s83/pU/u/5veHThmQhjsVoRpDmZEtS0JPGM8SjS9NUCUsCIrhhITpfDdiD56aMVUzd2P69xxP50HL01XrL/caYq40oU71uMpSl7kqoyppJuHi5e54oIXcEcKRxHLAeiQGPjjJsufBHfedOf8bYP/R7L19+GjDOMcJ2eAIFJMmygXKKeGYTvqBprabUStC/GiTQHC5EUCC8oJa3rnpLmhMYQp06EJCiUfJMMm1unqgYknRSR5qVYz+7hFgBN6UQK2q2Ugdk9aKGY3RPS0x7jqn/+U/TEOB+/+m2Mhj2knZSwFlDIHgS+axJ7Qa0Cflv4SR7qvV4WBNTk35M4PT/fw+a4iGNV+rHAB9asWXOe/7npYC9wnR5LnuTO/Cpz5qJFhSz0N0MxSKxvkcrMkLQzFux6hLe+9//w+Pzl/P1L/phUuMUjk4JcCIIsJ1XFzWq6QgTaO39WiM+1/SQ9RVvaKWIULcrpJavL11QSpervqVGtbp+I4zOK6z+1UrbPcZUKWRRIWkmOCjVBlpMLR8bOlabzjx/j/lUv4Lf+31s45YF1CCkYMZaadfC0PFAIBCbLSWIvM53mzoQsdQl/qJ3nT54ZjFenCbzRWpq6sRRVDE+VEBRsjjRz3aEgt44X4KE2SWa63SAPBSLNkWnO07//ZV71pffyoVf/CXecfaXzJQLqjRCRW0zsNpaBFGXVObHd76pQgkvy3Cc9k7sv2vt9FFUvLaf8+0lWko93gvTPQxRGsocS+xM9UFI4mJy/VF3Ty+68W0T13ioeG2NRArYNzOUP3/h3zN27hd/46ntppuOkE26DlE/EoCS5VsjMVbdV7qCeyguGjPiuUGYs2lh03u30dFopeW5KuduGT7ay3LgObWYQvhDR8eNopBUjLXRaCe1W4rpHwvFyci/w0TM2xnXv/0NWPHwHb/rdf+CJxacQerVEoyU6zUmlJAoUiU/AokjTG2kywApRioHk1paKYU9lp+fnPek50jia1Xwp9z/OujDgbqGnGEtTeVeyMt8q4RL3QnUvM6bk12W5T9CVJAPqkcLGGakUbHnO8/jzN/wNz/2PD3Dpd/4dK4zbdwkgM6AVqZTUfYEg8AbzExMJoXE+NoX1QQ0LwgkplJ2ezHWH4tx5Vmk/Bttx5mwg/D4xi1NkbkpbhqJoUYcStj1zdg95nLHw0fW85d/fwuiS5XzmRX9EGkTYxMHhwnoXKhp4qGhiqSjniVLJ8dA7PVPnsK4KX/H459Gb6niLYzkLHtbVy71cYR67To/JDcpCyy86UaGYM9px/jpphjYWkeWc9M0v8tqvvZev/q/X8eXLX0sehsjUoHJDIhxnJ/ALhSyqgcpt1rR3fa92evYHb6vK3FYX2OAA0DUpi0qb/1L2862Igzx/vMaRYpt/FqPb6TnwxtvN864qFirl4W2aIM0xwnnogOsy3vGK6/n8C97Aq294O5f95KsMx5mDaWaGVEvCeoBNDZmfxIXn3bhOj4O3pZ0M4ytoAIFPkNIkA1PA25zqjZIC72lPluTEnYQIV0lTme/0eCgPQDruxl84McErv/H3nH3LV/inl/5fbl95CdI4Yji4pMd1aF3So5UsSdWJrSaKzlcrTg2h97KqSkAHlU1tFWuuphx3pMOkCpn6WY/jdewJIQ6Zt7C/YlDhTdLdqHX/LsV+4G2VDqylu/Ebbfby/73gT9g+aym/99E3sfDhewDIxmKMVlitkGnual++w6n9GBofi6kFkiTLCTyHtDDLjn11ueC/1YWrjKfGYpOMzHPqADqjbvM1Mp4g/SZteGjcdY+EQKQ5RisGh7byJ3/7etp9A3z8Ze9kZPZcVBS45MhCLiUqyUml6/RMFJDWUNNfD0is4/GUaqPCjZWnqtPziwLTflL+dEer03OAAk4Jb8PdANWxNFVWfGonvez0+Pu57Gx4KJeQAoOgFmlskpEqSU0rHlhyOp98x8dZvuF/eN2Nf0W9M0oAyDSHUJFIQcMnNtrk5Bbanq6ghOt2AoTeP1Fp6Tk9DmmgK5yeAokwMpGgrCX162PecfvCPZ7jM+THXc2jC9qthJmDPZx797d4xutfyU3PeiU/fu0fkMeFaVBOnmToyImCWAHaWy7Exkzyv7HWYsyhqVQWr4F94W1VSOiJovexj2OZ9PzO6tWr7169evW/rl69+qDSYyZxGzfjq9PW39TtYXfTFpXn4T0T7gVJTn9rlNX//WHO/vqnueFFf8b9yy8hUxKrJEHqcKVGgBECnTrMtJJ+IGt/42nlZD4rnZ79Jj2ie4OXMtVyep+eIooJZapp23THHej5E/HTj6r7OLBf+ciC0yOEk45spY4MqdMcIynJiDVvTrpu5SX80/Uf5IxHfsTvfeLt9E8MozJ3v0b1AJHmjiuDEzBQgPRdzlBL0k6KzR1RG0D7BSDLDMI43kDsK9RaCSJb4KEdJC4yblEpOj1xmpeVtHSsw8KdD/Pmf3ozWMG3/9+X2NszB+sdt3PdTXpsnGK1QivlulF+XBTwNvBGxNaZzNVKeFv3vteVYkLZ4fHO79X2/xF3euSJTs+xjsORoz+QkEFRpYbJcMagwr907zf53qnyhIx1/lBYwTcueQVfednv8qr//BsuXfefZCMTPumRqNx3evymTPkx1G6lNAJFmmQIXFJkvH9WXB7jkp6a7brHi8yQZYYCC5f4Ts9YK0VZSxZnZInbvEkBIs24fN1NXPeJt/Cty1/OTa/7U0yjjlYSXdPozHGOMiGQSeY6PVph/NcQBIpGqDy8TVD3c0xmC17HU9N9mbqxPhGTQx5GQeDg5zo4R7go8giqRsDumK6NRrcDpaQg9d3HYh2rjmcpBcKbTDc81yWVwpuTWkbmzuNfr/5TtgyexB9/6o9Z+chPHP800MRCUPfCHzJznZ5OK3XcbAHSJ/CRBSMFQvtOjy8CSgvtTjqpKDfWShwEzsPZco9y2Lbb7RNHPacnxJkSi5FhBv7wjaz6ny+z4bNf4d7TnokNFNYXOXScogJFqAvag0R7NEPH2BIFJKUg90bFhw7lnbLGqe48VVyPp6AZ+wsfR6zzu3r16m8C86Z56m3AR4F3+sfvAt4P/MaBzueSHo+iNBabGQQQ+0xd+yRodGgCA883G4UAACAASURBVKx48Ee8+Fsf476TL+bjqz/InqEE2U7JagE2UIRJhvGk6aLalfhOT2ackEGGU29D+KRHSQ+j2V/SM9lgqph0ppOsnvqag3ERnixX4acVxyuv4FjEVIjNgTg94CoKoRcy0N4XyghBM9IlcTTwHhrD4QCfv/5vmX3zJ/mjf/t9vvqsV/O1FdcQ1QPCzFWynImuIbIW66vSkTcnBMpEpdiwZb6AoHJDJ/WdHtFNetIkR1in9kbuFpUAykqathmrvvZxLlj3Db5y+XXcvfRintHXB0oivEO8UV14Gxa3gSwKAX5SjyudngIrHmdOea5bFHDfWbWAUIxHKbuk3epifiRxgtNz7MNVhg/t2NJsdsrfi/m1PE5Mfq46R+spRSdV2aBZLAa38zPWsvHcX+If27287Nv/yFkfuYvPPO+3eWjBWS7pkW58IQWynYIQKJNTD5TrpgrP+TGWeqBIhl0iUyQ9kXUm2WluqGdOcVGWxQO3+RLGIIG0nQACbSxz92zndz79TnTe5obffD+PzTuJucbSClxRJAx1WcDL/FoWy6Iw4JAMOvAeHUqW9gvgkh6B8J2eY7+jmir28vMaR8zpOYqdnqo4wdQohocTsSj2IP65KdeoKlnd5fRUEAuVQpEEpHL3XN0nPZl0nZ7UGKyWGKn50mXXsmHRGbzh397FXadczFdX/zbDAmZluV+7cnJr6bQTEJB7IR1wYywVAiElyhuTSv+61kRC3IjKIniR9OQeYmqSDAPs3DvhlB7HY4QU6Mxw2SN38sbPfQB57TV8ePV7WH3aCuRXtzpYqQUhBUGSIUNNoETpNaQ8/7ttLGHFk9EJPhz6nm1/8LZqoeBE0fvYxxEnPWvWrLnqUI5bvXr1vwD/ebDjTJKDz9LxqjcAnZGWr7C5mzp/ZBMv/cFnOHnbQ6y54o1sWHYW4VhKGmqCdkI7lCRWUksyTKTJ8rzEZqZCMDIyTCcB4ReF4eEhDBahJIEUaCxr164tJ7Wijb1q1So3aRjD2rVrCeauQEvJ2rVrsX4TqaSYdDzAj9fdhbW2nHAeXP8AjV3r9zn/4rMuBOC7t6xFCDHt+594/NN9XFzDu398F+A2W9Mdv3OHm7yFEAzt2sHwOOjIyVnmQjCye0dJiHxiy+OMZxlzWzG1eYN8+AXXMzznbF7ynRtY8cSd3HblawgGlhB33D0u0xzb7pCFATpOGdmzi/qoq2oVCwGeqF0kPcJCu52SGcPDGzdgO26zliQZ1liCJMVKR06NR0d5bMsEZz12L7/xrRvY0zObD77qb2jV+smF4JEND5JJV5UTxjLSmaAG1LwvQIJlYnwMPb8P6TdgnTQrJ/OtWzYjBLRTx+kZ2ruHPO8WDDY98jBrJx5BS4USguE9e2AMTpp5GkoK1q9fD3SPP9zruXXLZto5wBnH/H75RX28cdQipT6k4++/916gW0kuntcycuNj65Z9nrfGlJ2etWvXMrTXb5b8McN797rXCEGWGXKBI1KnOfHEGKZ3Njdc804uufu/+c1/fzsLn/VC7j35uUgEIs0woUS0E3RPRJBb0qRDHmuyUBMkGdv27KER9pD66vD/3PljwI2/rU9sY6htGbC25NQBZB5uU4xR2Ulp1iQrb/8vVn3yRr573tV85uprmZ10yMcnUPkMjFKkcYeW6bjNpLFMJAmzgBjpN6MWK52xNoAVFiuEQzAA7Sxl02ObkMKJixzr6/+9794CdBPP4+F+PJ4eb9+2jZoCOPVJn08KN5+tXbt1n+efdemzAXjk4YeJY0tP1FNigh/esAHoXqNNjz6KjGYhpWDTo4+yY8wiVAMhIE5zdu/ciRKnANBqTRCnMVbgFNeAVLlOT5ZbduzdQw+u0Hz38ou478xzeNWX/pm3v+86Pnbl69k7eAZxoAgzU9IYUi09F8ft8cb37HGFaO3Eq4aGhpmTGUw94MH1G9m+PXDiO8AD6x9GWcjTbtLTDhS7h9ssmNlk8+Pb6M1GuOrzN7Dg8fv58vN+iyUvu4LWl3Y6Jbk8Z9O2JwCo99WJR9tkWjkYthTkWHbv3glAOzfE7RZr167l6c+8lDSzCP+dH9L18onoT9b5/YP//t0cdxpaCrZv38batTuOm/v1eH38ZOKYmJOuXr16/po1a7b5h78K3HOw19gkKzGdClHC20Tm1WnGx1j1P1/iWT/5OreccxVf/aXraId1VC3EjrSJezXhWAcTBITNOoEZJtYKIWQJAUikYPbMmWyPR5H+Dpw/fy7t3VuR2i0KjVrAqlWXlp+r+LLB46IDzapVz+bbD+5EScGqVZcBEKz7DlKKSccDXHThBfzrxnVlln/mmWewasXcfc6/ac8EAnjOc54z6fVTz3e8PZ76t5/25zmWj4uKztMvuhDuvwMl9r3eq1at4tb4Adi9DSlg6eKF3De6vSRDWik4ecliHhjfDsDyZcvY+OiD2CSnpxmSxx22zlnOR/73u1m56wf8+r+8hQXnXsVDv/xrTs46NfRHIUZLTCZYOHsQHhwhJysXAuXJ03mWO5leYGIiJjOWc1aczo4H3Cat3fIt/dyS1zRZblgxtpdrPvdx5t2zjlt++Te4a+bZiDl9yF1jZLWAc88+k5t+OOQWKGOo9fUBI0SRBgE2DJg5o59ASYTn9RhkucAuWbIEtXszrSQnVJI5g4NsS4bLTe3K009j1bkLed8Dt6KlYN7cOczpjUroxVlnroRH7y+vxeFez5OWLmHEd8KO5PXH0+PqYns8fJ7ice/mIT6/5b5DOv6cc86BDXeXSWzx/D8+chtSwOLFi2HHZmTl9Y37by2rpKtWreK/hu/hgeFd5Rw7Z3A2D4zsRglXvZVCgFaYzDA4OJOJR0exzRq3n345Pzrnl7j6lo/z/Nv+gOavvI6J/rMIZvaT7RilNrcXPRozONBP3knIAkWQZPT39tMxjocKsGzpcu754Z3o3DB7zlyynWOAk6cu3JBsUnRjDVjLmRvv4Pk/+gx7mrP5y9//MNlYHVMLqdUCGIsdd0hJ+nuaDPZGWD2EzXJE4IsL0nW/okAjlSrVSOv1EFqpE+gBhNKcvOwkfrh7M3qa9emYPP6f75Tj/Xi4H4/F42LsHe7rFy1YSDNSh3z8gR5LIThp6VJWPfuUfZ4vxDZOPXU568a2OFSKz3pWrjgdHltfdkiXn3IKP3liBCUFpy4/hT2P7qEznjiBDQTz580t5+f+3l4aPQnDnQmadXcvZtJBLTNjmTV/HvFP9pSF5nBgkM9c+Zucqbdz7Sf+mnZ9Jl+84rUMBychc0PYCIlxqmvKd3pm9fWzU7QctAzQ9R6s3IWINHNmz2PRybNZd/uPABiYOZe9jCCzHGNcIa4TOo+r5ZHliu99mYu/vYY7n3Ylv/cHN/B0I7l21Sq+cOPn0JlFWhhctIiJnwzTHKjTGm4R9TTKTo9QisVLFjOy/n4mMsvsgRmsWnW+48hapzpXvSYHu14AF190ITxwR5n0LFm8GHBJ6KKFC1m16vRpX3/icffxt771LY40jknSA7x39erV5+JU3B4FXn+gg62WzlgxM+hII6yrAlglaY4Pc/H6b/OsT/83D847g3986bu4f/4S5nZSciGQHm8Zh5peHL60+JvVyokj+Jstll51w9iyCh1oVzErOD37k6sGJrWIC+hNEVrK/cLbClwt7J+zcyDN/RNxfERxZxwM3lYsLoXRWCc1KK0wvl0eBbK8z7QSTPjEpLc3gqEYEWgSKfnC86+l57IX0PfJf+ANf/0avn/uc7ll5ZVsNzMdl0ZJmtYSJxm5EgS5RQbK8eICRZYaB6/RzoXeSVZL5w0SatqtBKsEIrfM2fs4l97+JVY8cS+3vvDVfOz81zC4eA48sgvZDMl3Qabc4pZr6RYoC3nBcwo1UklSD5EIlCOiWikmyXoWkNBOaqgFquTYFF9lVQq+qyjUFQOp+k8c0TU8ipj6EzF9VGGIB4tSWnfKBdVS0hWsPginR4pSMKZ4XJzTWjA4f548zgg810U2I9gzzp6BQd7/xvdy+X/exIu//zkGR/+N719xDesGnkZzRoNguEM9kOQjjq+WSolNc+q1gDzOiGqBH0cS6XlzeZKTCkGa5milsEoicgPC8kv3fZ9X3PofCGP4zhXX8v3557N3zlzmDG13Y9YYgix3kvMe4hlpBYHCGkPi/8+plKVyqNCSoDDbDh0BW/kNbU533dJPgZDB1GtwIiZHlaf2ZKMq7LLvc93fgslCBsVruqITbhwq/9nSQppaOM6KlJO5d8XeqcrpKewFYn9uI5yYiLIWmVseuegZvKH2Ua777o1c/4V3s23OKYxe9UqC2adAbkg7GcoYZKBcwo/7QIGANM3IlSQMNXE7Jc6MU3jTkomJGPx6NDHu1Bjr6QSvvOUrvPSDX+XRpWfxH3/4UR5OmhDVCa0hzpyoVZ6kYCxtP8v0DTTZ9egejC6EeCS5FOXYamWGGX7dPhIO9lROz3SCEifgbcc+jknSs2bNmmsP6wVRgE2cw3y9J2JsZILlG+/nwru/xYqH7+SBU5/O537/I9y1N6AndSajRjvZxNAvYnHxWwgaRdITuKTHCKfCkVnHD3AD2ZlnhaFzwVbacXpCtX+n8uqEVQzyIoIpj4so8LLFor2/e9pNYIf1rR0XMTUT/3mO7sTvHh/MDVtKQahlqXpjtAQpCZUk8psSLaUjWgM9PTUiPY4IFWnssMx24QI+9YI3su6ZL+WCO/+Tt33qD3jg9Au4c8VlPDT3DILc0Mly0kATWYusB5g0R9WDstMj6yHtVkLupaNVZgibIdnO3Vy44Xtc8JOb6R/fw3fOfR6ff/3baS+ei7h1A4lf1HSzRg6lYlQuJUGagxSkfsHQgURqSSwE2vPcpFbYKTjmQgkotoaw5OyISWROcAtAVcFtqmT1kW4cpDh0kv3xHsfr2Dsc3lRJkJ7ygkK0YrokV/tkoPrYyepOPpcULumxgAgdMTn0a4PujchwyYOSgg2LVnLTMz7EC394C6t+chNXbvk4jz1xNXtnnc9EcApp4gwWM+mMROt9dUyS0TvQoN1KMJFGZzmZccbZqZakaY6SklmtHZz7k1u48MG17Oifw9pnXcO9c8/mpJXzMY8PuSKEMRBqsiQjypw8fCIFgS/EZaFySlmFCImUpSKbVF2ydRgq4krSk3rEq3iKOD1TeY8/r3GkY+9oerFIuX8lqoLvIxClOW0pZFAWbrvjpDrHZqV6W/f56jiUWjllNZ8AVBPwOLfU/d5MCJf0KGMIawGdMOBHZ17Fl3/pBbzo1v/iTz/3PmStyW1Pu5L8yqXo3KAaIWR5KUAV4CB2mZLUo4DEJz0NIchDTauVILUiyzKGbvwvXvqtj7LykTv50WkXc/PH1vCj9R0WLJ0F92wlss5zZ6yTIQLF+GgHoQQt32Hqn9UAIC9EraSzXSiSnvGsq952JCa8ZcFcdrms1XM5u4ZDPt2JOMI4Vp2ewwqtLbM3P8qpGzfz9MfuZdH6O9g7MJd7z3w2X3v6q4gXzWfmQJN0dAjSHKsleeY4CAQKIQUdn6zEQtATKGfZFiiMVwIxWpFD6QwvhTPPCrVCKonSikAduNNTVX4KZFfAANyNPN39L+VkwuH+JSaPXgXoRBybKAmHReV0PxNeWVGj6/kkhcBqBcp1f4r7LFCCzG8Q6o2Q3kijI02aGnJrqTdCAmPZ0xxkzTW/x7fO+BXOGLqHq37wOV69azObb7uY9c1T2DDvFOIlpyJqEYx20I2QLM2RFlQ9pNNO0XGLWXc9wnNuXcNpW+9j4daH2LDwTL534YtYd9YzGMlgRlAnyQw91tIJFBGg6gFGClIpqQWKTDnfK6EkedGhCTRKK9rADL8pVdpVuaEqZOAVgPz/XYrC16WY+GX5W/kKYpEUVSubT6rTc2KYHdOQ4tA3A92K6ZS/y6mS1ZW51vMvq8dKuW+XQQknZIAFEWqMhMBLOQc9PulRfqOnJLXMsHHZuWx6zhXMuu0uruYh3vzFd2P/+4Pce/L5bFywkk09i9gZz6euJXma09tfp91y0DfdTjBZzsxd2zjz8XWs2HQvy7beQ29nnPtOuohPXPNnrJu5hOVako12kIEm166yLY1FaUmWC0RmIMvpUHR6JCbUWJmUvjypLDqqLuEpNma1SJNIUW5IM19wOdB8dbSjKFiciH3jqHZ62H+nB7pznaj8FH+HyeIy3R+8els3oXKdW/dvJQRSS5SSZWKdKekN251oT28UlIVmZZ3ATlgLSP06NxLV+dE5V/HxVS/m1U/cy/IffYMzXnQpv9O3kEdXXMS2U89mVzCPXAg0TrE0U5Kwpkk7KUlmaGQJA8PbWbH2+yxZfxenPHIX9jtL+cnc87nxJW/gQVPjN887m+zuH6J6IkgyImvRkWa048QKxkbaSK0Y9wJaM2Y13f/HIxWQgly4OUNIwYTnobrvxH83h5X0dL/3KvqnOm+dQCEc+zgukp53vP8VDDdns+Gklew+83w+f85LGJszn9pAg3TLECpU5LEzbxNSYANNlubk4DxBIk3mR2UHR+LMpAC/EBhfZTc+2XFywoB0nR6l3EA+GLxN0JV7DKbA21ynZ9/XKj9hTK1CTo0Dae4fzzEdr+DnNaqVmaI6drDjwnLT72Cc+HuskEXXUpD689QbAb21wCU9rZQsL5Ieg00zZDMkCxrcdtH/4pZznkv/zh08e2Iji+/8IRfe89/MHX6CVrOf4doApq+HRGj0RIuGjekb34tMY5LTVtDWC7j70l/l9nOfzrrHRgjCkCwMSE2KynPizDCQW/ZKSYQzZzNakvrPnkpJGGe+0+NCB67y1xEuUQmUU5QqZvRiaBQLaKhlaUJaXQAKn54qtE1XKpH7kzg+5GsofzbH2XRxvI69w5nLuiaKUzo9YrLUf/XpQE3uWhSdnqpUtTt3qRiN9J2eoiNS66vTBhIhnNeVFNTSDOOd43fPWMDQb72cj8y+nHPOqjP4xRu54L7v8qub19P89ATjg/MYsXVq/U2s0pw7MkpzYpQZH9tDO2ywbc5JbJ61nE8/9w0MnXoWcscY+bx+wrEOOlAYrdg9MuRgO4kzeNRaOaPTNMcmOS1r6ZNuDkkijZWSxNuJpKXSqEDrbqenFgWMFZ0eAbntwpueik4PFF7fPx9jbH9xpGNPcvTmn2qHfLqoQoeng7dV/eaqRtBZbid1HapFKekTau1/gBKGGShBJzMENY1vnqC8N10UqLK410FAoKkbePyMi1l32oWMnj6LjTesYeXIRp71zU/xkq0bEf8WclljJiM9/VgjaNY0ujVOXzpBY+c29vYN8sTiFWxZvJKvPvPlnPbLF/ODOx6nOdhPbccYs5rObFTWQ2xunAlqpBnrpOQiZ3SkjdKS0czQBHr76r64Jwikh7fhOj1SSWJvEQHdQvbhwdsov/cq+qc6b/2sqff+LMZxkfS85//eSPLEGLv7G1x+xlxGfvgo0ljCZkSqlbv5kgyUQEXaYZ+VuyFFqFC+ugUQ+8GbSum4Pbkjj1vtuj+FcZ0Sjl8RBtVOjzx4p8d0J4ypruDTQaalv7mnZvXTnvvE/X5cR3fjTrlITBeicq2jKZ0e4e+xyKsrBcpBZsApoPXVNEEtIFOxk75thOjcmYfKmqug6SSjpRR7+2Zx7/Il3DrnQsaNpYZhXpTQc/8GZi3upbVjmLhtCE5bTGvOXB46+ST+93mL+PrffZvBlfPo6aTOBC7UZMrB7GRuiNMcYQwjAmbjIAG5cuZykU9+wiwHJUt4WxAodKBIbQFvcxsxU1bduxUyKUXZAStwzPvgnauJjuwmK6qSPB1JKHECQnCs43C61lOrzkVoVcBzJh8H0829clKiVe30FKE816XoiNT7awzhkAHNoouZ5KClqyoryeCsJoGF1oozuPkZCnNlxMTOMXoGAi6cZUluvotTF/URj7e5L1GEqWLTcy5k1/YOcyWE24YZiUKa9QgYQ9QCwtG2g1T7jqnRkihOS4hQIl1l26YZExZm+fmiHWlQgtT/lzI/HrSSBKEqk556pJ3Ur3IFB0t3gxY8RQvM4XC6ftGi2nF5suHm0kN5L4GkAs3fp9PTTZCcZLUh1Lq7Ka9yegQordAeISO1xIpu0tRJc4JagGlnziA4yehIB/MuinuJFIhAUc9yCBRKSfaMZ6xfei5bllyOaKdsaadcevZMdt18Bx2VUx+bYNmSAba1BbVLzuCR23ezZUYPc42hP1CMJDlDuyfIlKCnp0Z9xxh9Ne0KCIEbb6GXox6NM2QgGRvpEASKsTR3SU9vhNHSd1gFKEHmOz3Sr1fFug1MWo8OJbrQz6kS4ky6Hifi2MZxkfQQRRC0CJOU3v66I18bS9SMGNOuu5O3nKyuDDUydJ2cXApk6OBAib+hsjLpcdUFaXKsEK7KTvcGE8IlQ7XQkdZ0ID287UCcnm51P6iYmRaPp6s+FwvAwSrUP6udnuOx0nysoipQUPVnmhpdLxl3DxavsYEC5bo8VXgbwiXz9UZIr096jJYkuaHRjFC5QaTGJUNSoDsZWa/bBOXjMYmfREUOe2bPY+9CSXbBMrbe9wRmImbuqYtoxRm5NyokyyEKaO+dQIUhQU2TWy8CkhnSOEMoyVBisALCWkCunZ9QpBWJlPRnBhE5rytwrtU6UGRZ4T/kNpjxFHhb4RtRTQarFctiY6Y97MhtfrvcnoN1TA96DSU/NxCC43XsHc5mYH/FoKLq2X1+8lxb5fQUBSMxZfPQvVdAhq5TogNFLqDeiFz1VrhNSEcKGmmGbYQO6hYqZs+oo40T3CB1G7RcSWIRMr5wAVtOShk4awHbtwzxYCdnQZzQ0jVENkGtv46REm0MoqaxAgg1obGEgUZGihlz57Cps5egldDx9/uYkJDl5HHGhBUl5DqIdMkxEJWNZiCdj0+RzDXqAcKLiAjZXfOEmMyDOpYhxFMjmvDTjCMde0dznT9YcllCggVUp7zJsLYKvM2vI6k3zK2OvSqXUgeSIHCJta4F5XsFStLJDGE9wMY5xoKIM1dEKPhwOA6QDBX1tjezFoKhXePOWF5Kp3SoJON9A2ybewo7GiEizug9bxGPrd9B/9zF5GY3YwgGk5ygEaIQjO6dIBGS/r6ImrX0RhqROS6eCjVBnCFCxVgnZWBWP2MjbYJAMZrkzAP6empYD9EOXKWNDIhC3U169pl3Dv1aVgt81cJQt+AnS/uTE3Hs4rhgGyotIdL0jMfMmNlEWoswhp4ZdbLAVeiyOEUogagFyFpIR0myQCNrAUEjoiMFqh44jwIpiLWEmqtWZB4TDZNvNBFq+ntrRPWAeiOkJ9L01vafB1YnrGakaYbdY3sjTSPcN2GqB4pmpLrvu59zR1oe8L1PxE8/qhvu/rouW937Hoc/rjtJSgE20hAo+uuBq0LRJfwGzZDe/jqDzYievhqpViSZoa+vRjTRcclHoIi1RA1PkGpJrCSt7aMM5xYdKGSWOwf2eki9v4b10IJaT0Rrww6a39/Atz/2PbcBVIJtuycYTjLqvTUSJUmUhMf3suy+rah6yFiSQRQQNUMyrYiVItSSthT0xSlCK+eWHWmCUFFrhO7zSUFPqGk0oxJiWlVvU5LyuyshGJViAkAz1FN+FM1QVRbfI7uGjUBTn2acnoijF41Q0QgPbS6buvAXUcAemeZ690aankhPOrYKW6zeI8XmQjVCByWrBXS0u4+j3oi277DEWtIzHmNDTaIlqh7S24ywQrD1i+toDrWwoSLVkplb97Lz2+sZzi03b9jFYzvGGM8MtWZE37rHmbt7jGZfhJUCnRtEI8TWAmeLYCz1mkbXQ1KtMIEmHG2T+CJaZi1oxfATIyTK2Sj01wOafXWMh20r74klhXBrVm/NmQMDs2bUCUJNGGmkvwZCPLU8m/56UMJ6T8TkqIfqqM0/BxtnhaCIy3n2hbcV3R8pRTm/1gPFttFO6SMHBbyte856I6JRD6nVA8Kmu++UdAJSW4baNHtrTmxKSRhpEStJ6It7thaQKImsBfS3EkyoCBshj27YSaqdvYjxSU9srRPiyQ2JFPT21RHbRxi76V5UqFGhIo1TapEmaIQMbR0mVoL5g700R9t8/D03IawlUxJdD1FDE3z5wV28/9sb6O2rs2XT/9/em8dNVtV3/p9z7r1V9ay90PRCd7NvNiDQdCPGBRBBDG5Ec4CMmmh+SdToJOPPvBLJJDHJxJlMZn6/OJPRuCQaTcScJOi4MUaJLW6orCKLgIqCsjTQLN10P0tVzR/nnnvPvXWr6lbVfZ6qW/V5v179erruXnXOued898cwPV3B/U8ewqInsXa+BlEL8NODy5iqeGgGHhaEwNRMBZWa+Z7VQCZ+316sM9byVg0k5mtBi0JntuJlriFJsYzEKtvzJfCcY3Hrjx7F75y+FZ/9GIB6A+u3r8NDTy9g296nsbywDH+mhuDsY4BH9+P+RhNTFQ/HbZzDMacdgcU99+L4X9wFfO2H8D2J72xci+etn4V8+nE8OlfD4RvngTAXPWA63x/90c9jZqqCM082eeg9T2L3kevbPqer/di2dgof/KWd0b73XX5mppXosJkKPvb63V0D32arPvQbn9PfDzhERjWuYCVwtdL//KvntLUKujE9kUVDCiweczieObSEc45ej13b1wGINaKnvvosrN8wi9958YloNpr4xHu/huZiHRs2zeHR3cfiicVlnOxL3LhlHZ6/fS2efnoBT/g+/uJNz0cj8HDdp27F7bc8gAUAW15yCmZ8adxkpMCWU47A3qkKfvbkQVyy+0jctfcAnvzJ42gsLuPIwyt41WW7sOfqW/GIv4Dg9K245cf78Au7tkPc8ACe2H0MqtNV/GT7YXj8wAJ8KfDwVAWPHnU4Ln72EVj+yT5sfMXp8DyJi/7d2fjIR78DX0pcvGMzLjx5I95xtQB+/ERL0GzVEXpsqlQgFo7+8tXP5YhkjAAAIABJREFURsWTOG7DDBDu37l9HW796ROJ37hXfuGMI0w6rzFgVMfe9nXTeP/lZ+Y6Np221eJ7oUtO+Nn1df8vrzw1sahOpz2P3vGw1iKB6ra1+MlTC5iareKbWw/D83yJc153Dj77+TvhexI/WDeLxSPWYevGWRxabuLwC58FAPi9d78CX7r9IXzixgdw+LoZPHCojsVNa/CHLz0Z69dM4ZtfuBN33vBjXL77SGw5Yxve/2/34Ef7DuCNp2/Hd29/EF69DjFdwf7nHIv5x/ZjVgrMTAWonbARDzzyEJ46fA6VzfP47iP7cY4nsVRvYurCHXjR8Rvwhc/eAU8KqJ3b0DhjK37tH27EwiP7ccTLng1c/2P4UuA9rzkdHhDVnXv5+SfiJc87DlNTATa97DTgO/dH8RyrFdNz9f/T/t04LvQ79t7wnKNQlKH513/umI4xINa13lpMXU8FwIlNFcBbX3hc1E/+96//HOZqPr7xw8ei67iuo79y6RloNJqoVnyc+ZqduPqau+BLgQ9csRMHFus4bMrHh//HV9FEE6efdgRu/cGjeK5VEL7wRCzd+yhmdx6N6297EBcdvQHTgcSbXnYKLvvod7C7XodYrMOf97B/qWGEnqUGFn2JY07ehC/+9GhsnK1i13Eb8JJnFvClf7kZc9MVLJ+8BTO7jsTXvvsgXvzco/G8UzbDlxKXfvhbuHihju0X7cBLT9iAetUowr93wzex+09fjtpUBZc3mqgv1TEzXcGVV74EB5bq2LxmCh+5/j78CAJrD5vB2Vfswr989o5E+IMUvcX02PfUTMXHP/3qc7AvrJNnBcordm3PfS3SPyMi9HimlojvI/CkydpRb2KmFmChYdzQ6ot1BBUfjy8so1bxsNQEZqQ0yQOkRKMBVMOiX540mdlMlqjQ9cdLDngpRFRcq+poSyp+h5dIyjTtvtg7veSrvhcVC+u0WBv3iaLsiIQw0zm1OWBeipFFQ5hkGYFvrH62n9mFiO27gScBDyZIdLEeaqkDHFxcRsWTWJYS/mwNjacX0BDA+sNmjfaw6kPUG1hsGqtPJTC1QZq+j2rFw2LFx2LFx/y6GUwdXMZjAvAaTUwFJpnHUsOkcfdnqtgvJapTxtXuicU6Ak9gsdmEJ40L6EK9iaDimQQjjSZk+FtM1wLjqiftPw++by1asbLBC328o99Fxu5Q1gXH/r6um0zFHzx727in0h0V8r7LstzXABN3kMze1v7a6ZTVrmLLGot8KU1q53BuqIa1bWw6+aYQWK76kL6HpcXFyF1s3ZppTM9P4WDoLiakxDOexJr1M9i+fgZ3zlaxuLCM+ZkKpqYqWKj4OCA9bJitoi6ASqMJISWWYVJLLxxaQhB4qAUBFpoCUko0pwLUw9TZy40G/GqAtetM+tzAM/FxkIAffu9K5DKb8Vt4Ev5UqGgJ94nw9w1WyeWM81h7inQx7HYtTxilgbUwWGHLc8aUjddxr7V5vhbudy2m8bopcNq3Epj3uycF5momEQ8ASE+g2RTwZqqoh2UaAJgi1gC8wMdyNcCh5QbmpwKsXT9j3EcbDcilOiqBhycWl1FpGEvPQsXDuukKngSwtuJjdq6KNQJYXFhGUPEwP1PB/oVlLNSbqAUeZg+fAwBMz1Tw2IEFHH3YNDZtmo+e+/ueNPcEUHN+szUzVayxv580bqS+EFFpFLekSb+WHsCMESmMc7gVRjk3rQ4j8St7vkSjaaoISykQ5grAzHSAxXoDjbCnVCseHjuwgKrvOX6nJhubKYAYZ8QCHPNuwj81+bcXzEuiv4nDnlaQO+/IMIqa5pUib99xJwjX0uNlLDxsX01PYG7dGl+azDFWQPKkMKnYG3F/soHMi2EtHvuSbobPsLDcwHKjGWUoPFg3QvjWrZvhCYQF6YxQv1BvIPAE5ms+nji4iMCTWGo0w2BVJxZHmMKjXvQiT8bvuP+PLD2hEqKW+l3sb9ZtYebGS0064zD2Ype05PY4TieprMqiXcpqIeJ+6ha7BUxfjYs0xgs7IYDlejPRh6UUWKo3o+OWGs14fFr3zTD753KjieVGE2ungyjeTXoSy45ywA9Myvp1Gza1WDmXwnvbRWLgLITceFL3c9vf1vmNpeCiqkjKMPZs9kP3LxCvYYQQHdNexwoHx4qaMU6B1nTo9j1vu5ztzzUnxtUTwMGleiQke87ar1LxsO/QMkSjCa9eR10aN8+nDi1jYdmkjvZDVzPf9zBfC/DEwaXwWeJ+PlcL8Ngziy1WzjztF303J1NvwtIjO6cMb7leSmnezfuHrAwj8Rb0K74pIto0k0kj7PwzFR+HlhpRBqhq1ce+Z5ZMsTa7SJOm2KhA6wCMJ7JYzSEHWDQNkpXG9Y8l5SRv33GFo+iFLmwijOSQsy/j9KThVpX3PYGFpUY0cfhSoBmOl0hYiIQeI/xXQt/gZpj9aWG5jnoouFR9iaeWTG2CoOJDSoHleiPy7643mgikxFzVTCSBZ/fHi1F3gWh/jyyhx02Lar+PFPGiTop4cWqO7/xKSsdtkHKTTjrgbncTGXRq7ti9LX7vm79xOvRY8IktiWk3H3vcYr2RFNyFCe62xy07++24Cyo+PCmwsFyHLwXW1IKopo7wJZbrDQg/PqfiSxxcqofjwRxnhJ4GpIzre7mWzljoSY6pdriLKZPIgGNmkrB9OrJ4htsTMW+y/ZrGFjN1M9CmF+h+m75o+7W9trXsx3XrzPMddGrfeFJEioJq1ce+hWWg3oBfb6Dpe5ir+nj60DIWlhuo+nFtKr/iYa7mY+/+hZbsu/PhmrGfeDZXiWLPd6/vid7mIfd9Zj+79yGrw0gIPUFo6VkOF2WN0N1guuJjYbkeWXpq1QCPH1hMVMW1k1By8kjmUrf/ADjavT4GgRQDdVBXczku7NmzZ9iPsGpkudpkHxcL2G5f9USrJSOIFjLJoehaK4PQ0mMnGN8TqDdghJ7wNFt0caEZuo9ZS48MM64tN1B3LD1PLJjp5eGHH4QnRKhEcCxMoaVnqW6EKDs27bNKYbR5dUfrHbmkdbL0hGOx6iQ48JzJoJulZ1wtpv0wDmPPtmNLTE9Y7FmklFVZxClgWxdgIlI2hGnUZbwI85x7RxmsQgHHpli3+23/lwKRwg2ILT1B4JkscOE4nav5qNv3gFXSWaVFxVh6fvbIo8l07TJW5lVsSntHCRBZhR1raydc5YsUqxfTMwmUYexZ1zWB7Do9rlCUeb4dH44SoSXhiGOlTJ/rWpfsPGgtPTb5iCv0+FJiOVrr+Xj84DKajQb8RhONwIvOfeqgUXwH4RwXBB7mqz4e3b+YSDQAGEvP4wcWW+aVPO0XF05OWojj79ibe1t6/RfPZZzMVpOReAv6gWc0143Yv7ouBaYCz7i3hb1jqubjGcccarUFZmHWWuvDdjIhRKTlcGMLekViMFOkXfiScuKm7cxznBBoiV1pEW4iN5a0plsmNLv1ZtOx9Eg00USj6VhIwjGxEC7Oaja7lTRWlYVQ6DGuMx4ePxT6E3uIajNIZ2L0ZZxNMPDChaBjSZWh+nDZFvoNjxNoY+lxterStfSIhJtAt4VZpLSgemwsaDemrKXHdbFph+2PkQDlXNPEdCbrPgFJ9zYhzALRKslscUaLFYSEsK5ujVgACWKXNU+GdUqkyc5Ut8+edm/zjdCzWE9ZOb342tUMS4/vvA/sb9QJ15IlxOplbyOjQWzpdAQfJGtfdfJeaSmemaH0jZVayfe2dV+L3Zat0OO6R6PV0hNaR6drPvYv14F6E5V6Iyo5Mlfz8eiBRVQ8x70t8DBXC7B3/0JL1sD5cM3YTyyVq7Cz36+Sdm/rYUjZ38T9DNBrYbUZCaEnCAOimzCCSkMKNCBQCySW683I5DkTBsm52nMhEC3Y0hmg7CRmBzyQjLfolUGruY+jpacMvs1Fkd/SY49LxvTIjIVH25gex+3AT71wfSlaEmNYS8+hUAFQCTw0zIUSMT2eFKgGEk8uGve24447NooRci09JqYnCP8vkwKWtfQIEQlS5nubBAXdLD2eSGZvcyfebgszV6CcdMZh7KVd0izp2juduoVZlDjXsv0R8TvXrTgPmFTyrnAkEbu3LTUaycKm0fgwQpQ7FgJn4WWEHhMPN13x0LR9NRR6PFubq+Kh6nuoTM8mrJy+c59Y6GmN6bHvg26LJbtbCDPRr1Yig0mgDGPPWhHN+idOaCGcd6gU7RW5kRLBVQ5kKCfcv5bI0hN238jSE7l7m2c7tNRIlC+wa72pWgUQAkIKBI2mqXEHhHGmS6gGEkHgWHrs9lQSjblaMpGOJU/72d/F1owz3yO+vmsByoP725vP5i/nstVlJIQeP/DMpBB2iqYUqMs4y9NCuMCbnkoKPfEk1UxoIWLzvyP4pCbPviw9YjD/y17NoWS0yCswuxpWt06Pl2HpCdpYetwFml2suPE/9dAdLTo+fBkfajajBV4jnNWqgWPpCZ/JBoz6gUwsFqMXvZROLaHkxBZIEWm56s1mYixV00JPWhERLi4TKaudBWs3jRy1Y+NFu0VT5HKGeCx1ukbSSpkUjD1hLDmuIsHUITH77cLPXmNxuZES3O1xcZbBaJxECy9jmV2sN0LXPJOtsSmNW1290UhYeiq+xDOLyy1jzn4fuxAMEs8RL8KyfrM0iWLKUiRc5cj4Y2JxkjFrcNYwrktn5vmptVLWIj+dPMoiUtduSWQgzfWeWVx24l4FlsLzZ6fCGlO+yebrhefPVcM1YIalB0BGTE+suOsV170tK6ZHiN7mofT6kXHew2Ek3oKVio/lRiPSCjSkQB0i0ggvhFVqZ6dNB675cQYQKWACSx0tRLImSNK31N3XK6KDKTgPVusyTpTBt7koRGoS6HacWdy7mq3WySGI4nRaY3oiIT7cF7m3eTIRVwDElp5GODEFnkRdCghPourFiQz8sMK7jZO7774fxdYTJGNr5mrJCSO2AsmoBoq7HTCTQsK9zUuPOzMZVxNjuFXAa4d9R4ybxbQfxmHstVMk+NGCzR7X/hqRkJHqj3abfW/7Mg7mNzE96XkidpdOZG9zrFG238XubXbh5ccLQDumAw/N8HssN5rRwi0IY3qePHAoFOwMkQAYPnfgJZUkkXtbzpieSKMfHltkuuRJpwxjL+7/4QYRWzPN/laXK5f0+z0zpqed0kKkEhlYoceP+66J6WkkXDkXw7WeLSciPYllJ3uaVcS5iQyCwCQ5MNvTMT2hUiL1fLliemQ81rNieqzLel5o6RkNRqJOTxB4iYmmKSQaohFlmjp4yAyEOVtXJ3JvMx1podGIAuOApKZPIDbvmm3xgO8VKcRAYqLV9pNy0qulxwQkp9zb2qWsztB0p7MRRospKSLLaHSdUIhoyNiVpyGMa03VN7FxIlQkVELtGQBITzgTVzIt7nw4kbgxctH9pfvSjp+j4iWFnlb3tliZYbdHWsiM3yGNN6DigYwWtrmzLD2uYN3N0uNa+pPuOPF715Om5gaQjOmxixGrlHJjdtzruf00Ug5EMT0yMXbMNiP0SCGwXG9C+vH2qiex2DBjLj1vxS5BXuZz5I/pQfQ7iAyFCxlvPBG7eFrh2p27bHhAu4W7XeokPQGSx7Sbv+zazF47yt4WJJVdiUQGQmB/GNMzNx0KPb5EvRFf3woxxo06fIbQtXSm4iVibgBELtqDx/QkhTcAHTPfZZGOAUor4snqMBJCTyXwk4u4cMEmhQl4Phi6t83PhEJPkAwOj2J6wutF2mVHs2FtLF40EfTe0Uzf7L+DuoG540IZfJuLIq9mxl0YWQHE9sO0i0nk3pYV05NaRLkpq+uNJnynkK7vWHr80NLTCN0CKr7EQhhr4IdWFmvpOfXUZyWsJ25QdWTpidxuYkuTCFP4ut8XMFnZ0ul+7fexv50Q8SSYdrHolrJ6HMdQv4zD2ItdQZPb7ZgR0XHtr+HJ2I0HcGJ6ws4WVZ5PaWxdjbcn4oVaE8jsw66WPFJIRNpm37HEhH8DD5DSxJ02GvAczXTVl1hqJLXnaatoxZOJ90L6fdBtHZeoxyJWrzjpJFCGsWcTWADZVlM7P7VT4qXHU1aK5k7uqQ2nhltrympjYTq0VI/mNU+KKM37/IyZezzfSwg9Voip+RJoOuMs3Nfi3tbG0pMrpkfERY+j94aTHa7XcAUpkuvOtCKerA6jIfRUvER2qKYUxo9TClQDD08sNwAA86H0b93brOFlqd5M+UYnX/ZW4wfk19ZnYYSnZt/f0500SfnIUygx6zi7wJIyIzV1JPS0Thpx5puklskV6i32xV8PNbp+OIZ8zxQCXag3IISMrKdxTI+XTM3pCB/ztbRmGdFnKVo1gfa7uoJLtDh0FoueiIuT+qH20E4w3SYRj2NorGhXQsC4t4lcY86mPY9SUFtBCklLj3FvM/3OdcNMWHrsNdpaepLPa91K/SB2l4vcUSt+wtLjO5aeii/DxD2tVk57nVogM+v05HXRjua88B9TVk8W1vopRZy63e3DNptbu1euSI2ntHsW0BrvGZ2L5HhJx/RYC2cTsSDhuretma6a43yJhuMFNFf1HY8ZM16t4mGu5kcxtJa5QSw9wpm/wr+1RCKD3qw06To98buk50cjAzASb8Fq1dQDsZ2g6ZkgbBt0bV1x1s6agVB1tcQyTvNpx6ObyAB2wIf3il0aen/OrEHfC64mfVwog29zUbiLqU6ktddW6HEDIi3t3ANcP+I4Va0VFGL3zuj4oDWmpyEEpGcsL81mMwqyrvrS+Hd7EnfedUci2Ye9ZhDWGnHv6yYlcCe0hNDjpWN6Yi2eeeYwZbWTjMQLBcI8xROzXCwmlXEYe24NkMR2Z8GWtb/12Pjd7BantouvKGW1XYT5MnHtKAYhYxHn9nPX1QeI3UqDwIv6r9Uq16o+4BlLT92p02MsPbGbT/zcybFS8ZJJQWztIrup24LLejfYBS/d24qjDGPPWhaMcJNMVw3Ei/Z2LlquJdR+zrL0ZClzvdQc0c69DUAkqHhCYCHUKa+Zte5tHhpO/N38VBAmIQnTsAdeNPfN14Ko/pslnYzHkjemJ/0+SLu39bKeSyvsaOkZDiOxfKhUPJPdxja+NEHYUpoFo1unZ8qZMKwFxwZ1t7rSOO5tKQ1dX5Ye2Ztk33K+M2GR8mH7W7eXVHqhVvW9aBJoKU6aysxmcSejyL3NT/Zvty8GgQcIoClMtqjAC2N6fGmyyPlx3FwUTxNIeF48HhIJBcJaI4AbaxA/j6sVd/t01ZmggNjCEykbwntFiz4Zp6zOsygzbqwcRONC1C9SM5EXWXrC4zo0uS9sBsDkNa1rmwi3ec4/m/wgPCxybUsrzuyz2ONcQQqILT1B4DvZ1cIFXtUHvNDSEyYysIu0OJV9qxDjWojTiQwS81zO95CdB2npmSysIC8Q93Hbz4FYIGqbsjr8647RrHGatSaK1l7WO0BmJDIIT4uS/UiJQ2EoQ60WYDocK00/dpmer/oJF7Yg8Bz3Nr/Fvc0mOOin70spWqyvLe5tPUxFaaW36zZLVo+ReAsGFS8qMAoY97ZGqIUwQdfmOJOa0G+JB7CucVmaPhuc6shTgPO5F7Kyl/SCyY41Xj28DL7NRZHX0pe29FitsidbMyjFGZ/ax/TYY9yU1eb6jnAReJEm2bry1ENrjn0Guy+q9+N7OGvXzmh7Or5gLkpkkNRAB157S08lI/jarTpvC/S68Uk2CUmeiclNWDLpjMPYa7eAtxrk2FrRvs3Tlp5I+IFj6ZEiFI7cNPIicb4UiATqdsk40otEa+mxqd8F4vE5XfOB0DqzHNb+8X2ZEHrcsZF2FaqkhB5rrRKi9RmziMZc+PvlsaSSfJRh7MlEv47nr1iR0DlltXuce7xLO6HHrr0ihZYXC/J2v2t1tdeya73AN2s9z5doBDKag+ZqQSJZgWvpmav5GcVJbQbS5DPmaT/X3TpKWe1aekRvSnC3JheQ312eFMtIxPSYFLxxTA+k497mBF0HgYf5qh/HFIQDK7b02OvFnclOemlf7L4sPcAgeQwS2khSPqymN89xQFJjaxc3WVnapMhwb0sJIEBSUACSvsBB4EV1QBLubX4cw2CeCVFsT1DxIk21m/QDMC46tcALg6mTY8e62cSKhPhBqn5rHIIQyYB0KUWLxi/rt8lCpiYOUm5ipVSq/8v21sQ0fkoId7N3WhdoT5h5xpci0ta6CjBrwU1fw723EGbMufvimJ7k2ANMgUURWkUbTXO/oOIjCLyownxa0QA4WuUMBYJrje0eW4joOE92TxJCxgs7fmxCD7MtmdCg08I97d6WlTnTlzKzX0kh0IDjuiyT1kY3BtuN77RrPb/iYb4WwD/kAfU4ydV8zY+OB1KWnmqARjMZc13xZUvtuLwkFI9hMWM/pYToRQEXtYWDO+eS1WEk3oJSykT2tqWZKvZXg9AtxwR8HrNjCzzfw+6j1mPzfC3WugmBheU6Aq/VN9pOem6fSmvhe3vOwbTMu45cFwXWjQtl8G0uiryWvnQfO3PbWhw+V8Xxh8/g2MNmWo4/9/jDUQuSQ9H3ZJw4ILKwxBqx9EJxZq6GtdvXRft9T+DJWgBvrgYgLObmaInPPX4DjjtpE753+83ROcYFKL4/AJx7woaowJu7OLOF78z2+Ll3bJ7HtrVT8feItPDxb7Nj8zy2hsdsXzuFkzbOYe1UgLOPWt/pZzXfs+LhnKO7HzcJjMPY8z2Bc4/f0LL96PXTOHbDTMJC2I7N8zXs2DLfUu9GhNK2FMDWtdM4edMc1kwFeE7Yz9L1R9wFYaalRwikXVSCio9nnb4tnnu82IX1+KPXY8PWtY7lSeD4kzdhdr7muPTEMWpRLGp4wrO3rsERa2qJ38ouVNPPmIX7HtqxeT5xLTIYZRh7p26Zx8a5aiTUu0pgwIyPM7auxWFhVtw0LSEBGeufmYqH5x7T+j62SmjrVlrxJV54/OGx14Az5lxLalMIbD5hI3zfw+4j1+HIYw5DfbYWHbNt7RR2hvMcABxz0ibMh3PJszbP4cSNsy3Pcu7xGzA/lVx35Wk/V8FQ8yVemHpP9ZqyOm3pAcYzznvUGQlLjxQmA5tXNY1/aP0sHmrGWnIIgVe+4bmQUuDtLzohPCceNE8eXMZ8zY86VOzeFptzo4knp5Ys+zkH65x/cskpA51PhoujMOt6HBBPFu+44EQAwCtOm8o8/r++6rSWbVkxPa7FJR1UWpsKcMpLTwU+e3uUzeq+tTN49gYzCaSLhv75K8097ctfymQdBzuG3v3yU81+Z3IKpAwzQrUuSF939pEt38MqH+xv86bnHxvtP33bWpy+bS0A4I8v2ZH5+7jUAg9/Fj4TKT9SCPzFpc9u2f7848wC4+pbfhoe1/4ax22YxVtfOIsv3703uiYQZ28TQuD0rWtw+tY1AIA/fdkpieOsNch1P05YWJxFYtqdx/MkXvumFySOteeet/sonLf7KPz1135o7iMFXvMrzzXXWqxH38uOo7R725udcWKv7WZ17JrIQNi/Am879/iOx5Lx49+fZ9rcTWKQjpP7vYtOanu+7V3umintIVkLvGiOcJECaMCN15T4i1edhv0Ly9E1PYkoKQEQ9+dzXn0mpBT4D+Fa7+q/vwHT4b4Ns1X8/ktOju5z6b87O/r/hSdvyvwe/c4X1k0cMErA9DztCkV5cLNRxteg989qMxKWHiEElp1EBu4Cq+JoBlyiOg5C4MmDS5irBa1F3oSbsjGltejH0iO6TzSTRhl8m4sibxB9Hu10N1zTeTp7m7WypC/vLpqEMBpn1286y8Rv289q5SL3tpRvtHWRAVxLj4jObfs9UpYeFhYtjkkYe66FsBvWYpJOMd1ukouPgzNPJPeZ67qWns793U2LHZ2f8R1sXILIGOftrm/HtfvcnYjmus6HkT4o09iz6x83sROQPyGP57zn885pViBIu28lrgWRSDyQTpjjnlP0uitvTE8ntzgTrpD/uTzZOhalaLWekZVlJN6HnhRRZikgaTaM/a/TErKIFmJPHloKLT1WKo8nhag4V3RefH6v2ExAZDJxF0XdjnP/9oOrUXYTGMQLtFazuF1s2YxpgYytO1Xf6zhxuMHc5p6t481zruse2z3IvBhBkEweIuo33Y9NW0BEl/6ZDtB2552ENcd5hm5+/CamJ7k/1mQnj7MW2chDwWu9d/rabtrb7pYe+wN0PIyMO8L1UmhdC7U9zY4PGb+78yqtrGIubQ1xFRJuUh2gtU6Ve84w0q23S9JgERjc0iMELT2rzUgIPQJhHYOUuwHgWnqS50TabggsLDfColV2MnC0aM4i0Z5n7tH7c66ExqHslMG3uSjymrOzspr1iu8swNzEHPZf1ssySC2aAi+ZNSdr4ojc2+xYSQla0XeS7j4nQBadrTdxkcnwOhw+hTEJYy+tbe7lWLvoatfnIuWETI6r9P2SMT3d+ruM0vO23CetpBDNqDCvQPf3hp9SNuRNWc2YgeIp09iLkoUg6fWSPxGG+evGn3W9J1rdMYHWucxNStAuQYdbs64ocsX0yM5jzHVBz0OWp5CbvZGsDiMS0xMu7hyBJA4giwM+XaK4hnD7fC2IX/JwXRaSWj/XP7tXhOAEMsnYGLHux5m/g3SVrJTVUZ0RR/hxcf2PzfFxzZx0TE/W/VxrTlpAknD3yYSGutP39FPaaVp6SD/k6Tbp2ACJpDCRJhIy0FrDJJ2B0D5DN3cUm0Qk6z4tLtoCibHc7jj32m4weS8pq8nkIhBbGVxlWTc5Ii2Ep13VOt5TCABNSJHOhBjXzZIyWezTa9Ovh2bpEa2uqi69xvSkk2oBTGQwDEZC6Ik0Co5Gzc4bVSe1p4snk4HlrnubjTdwF1jpe/Rl6ZGtnXbSKZNv86DkNUUXkX/f1ZC5FhzrXuNaZSxBKv4t8OKXcjuhJ47pCSdEmawFYrHbAbMgdBeI3bRl05yXAAAgAElEQVRhQsRxFbT0FMckjL1erKat2duSMTMtx7uuNmlLT2qhZv9K0c3PX2RYepKKN8vcdC222srseCKX2B0u329id1PRUDxlGnvWLd+OB9sbuvaf1HFZKavb4Umg0bQ12NL7wqxtQqAappsGkll3XVbC0pMrpqfLfbOKtXYiS1EpxWDKUdI7IyH0uJoEILnAqjg53F3SmmnX0iOsBs25ph3q3gATgb0umUyMlirH4ivqc/1jXrjm/1ECg0jgScbfWNyU1vaz74yjPKZ6T7TG89jv5CY5sEIS0C2mx9b0EV2PJSRNL1bTtLtlpNluc7zt5lbgSGQvdG7oxpp203ZnW3qS17FUfBnFEblzWTshLV4sZl8vTTthi0wWts9KEVt9gO79IhbCw+vIzlbO5LlxNtBWhXXc5zMtPVnHD0Fb5o7JLHp1TZMZ76Je4qRIMYxETI/tz8msa7GGGmidCGxWHttf5hxLT6S1Fq0LxEHiLSRoikxTJt/mQVlNS08ipscx+1thKGvxFbu3xedZ7VnV9zJN9W7Kamtqb1dsLna3S9Yr6aTtYkzPyjEZY68HS4+jNLNnugJ3y/EpS49w5olkIoP4+t1cWrKyt7V7HywdeiYxV6Xd87KubV3cOh0X3zd+blIsZRp7kZUHSTfKbmOq1b0t//onihHNsIz6UkSK7WrOmJ6iC+vmab8sBYZLN6tv1vFZKau5pFxdRsLSk54UPBEPgLbubSKZbcdYemINn60EHJ2WmhD7mQjclL5k8sj70k8nzegH31ncBE4yDxsfk+ULnK7oHnhO9javS0yPsMJUa/Yp852SCRI82er+kHndlHac44f0Qi9W07S7pc3c2a7bu8VJrcATFxmNF1mucJTH0hOkbphWuFn8cMETWXBsyu02149SVuccS4PEr5LxwSqd3H9me7fzzN9kTE++e0oBNJE9XtyC1ZlCT4Y73DAsPd3c+bq9C1qOlxnFSUFLz2ozEpaetLk+kbK6TarduP6H2TdX851kBW7mHhtTkJwQ+7L0iN58OCeBMvk2D4prWex2HDCYhjWZyEAktkWuCqnrp93bfDemJ8h2b4tiemRYnFG2xiQASTN84JkQ8TyaZLtQo9a5eCZh7BkNdb6Fe9oCYi2z3VNWG4EjkbLaOcet7WaOaf8MJmV1tqUnbWjdeNhax8LU3dKTnvPypqzmkCueMo09a+UxKoB8yip3f7ruVR4iBUGGwOIqwrLq9KyGe1sxMT09JjJA67uo0/uJrAwjsYRPW3rcDDntYhFsymo7kcxXfWeys8HYrb7ag/g59zLoyfiRN9OKqxnuFzcdZiKmx9FIp8eF1TD7zt8oNs7LTlkdPbOjcc4y6VvLqXvdPNYbm+WNlh7SD50SEaRJJzKw/a7d6a4FJhY8ktdIXi+ZMTQLX7S6vLSz9FQ8LxKipEgKV1nYOj2RkrDLz9LuvmSysP1aRPNHPmHY7nfHRN5Fvl3DZcW9uPHYWXV6WoqTyuFkb5OyNZY8sb+LJaj1eq3vom7vE1I8fQs9SqlfVErdrpSqK6V2pva9Uyl1j1LqLqXURV0fImxzN6anW9apONuO2TfrWHrsotDG4AirLkRsqenP0kNTZJoy+TYPipfx0soir/tAJ2xNDiBZtDBKWysystw4RUyBZCKDqu91rNNjlQSmCnWWpSdelPmeTLhJdBpLvheOQec6pBgmYewJ5LcOtiQygEhsT+MWXZTC3qvViuIKPUJ0dlv1vQxLT8rLwPLUE49Fc5VrDW03x1iXV9lmcZiGGuSVo2xjz76vrfUzj4UhPZ46KRDSxAqH1kW9HxbNltLMS5boPqlr2eOLJFdMT4YCI72/t5TVrXNlIgSDrAqDWHpuA3ApgOvcjUqpHQAuA7ADwMUA3quU6nifdOVfz1lgVT2ZOdCMO47pRDMVL6odYq/jCWcyE/HE2U2b1glrriWTich4aWURWTUGcCxxtWrWghNnWEv69lvc4+znbsqD6H4iToedFdOTfp5kQGz77+GL9LEcPyQ/vbnUmL9p97b2lh47XlxXaLMvXVsEQFSs0O/wPJ2yt6UXmYFIZrKKXOvaPLB7LNA9k2hs6el4GBlzjEAvYjdRR1nc7Tzz1+n/eS09do7IOCeRsjoje9uoWHqKTlntJkqJrtHD+40UQ99Cj9b6Lq313Rm7XgngKq31ktb6PgD3Aji740OkFkSuGbAaZMf0uK4LczWTj8F1k3MDU+2gt9d2j+0FMzH1fNpYUybf5kHJyr6SfZz5O8i7LCFkZKasbu3DfktMj+wq9Nj2S2Zvaz3O1YIHXrIyfL5EBuF1+IIvjEkYe2ahlvPYlNDQLuGHiydElNXKVWq0lEgIPQe6udtlaYdjy0zy2CO3bnHu61hO21w/ynrVRTiK7mstXhxzhVOmsSechALmPZ5PELaHuKmkcysgELtspu/lCu/VwHFv87IVY8Oq09PN9ayXukX2+PRYtO1BVo+ViOk5AsADzucHAGzt+BAp7Zrb2Sptsk5ZdxwpBOaqgdnmLMISAk+G60A/Xzyvpp+MJ3lfUCuRsjqaeGQcT5MOjHYTHgDGIuPW6elmqjeTFFrcc9z72vu4Qldndx8Zue8AfMGT3nCT0HQjtuaH56L7O1s66d9dQT5LOy2Ejb/p3N/T46edZcbGq7rKjKzjomtLaRaTNstbl8FkL8Mpa7IRodJXRGuifMJL+p3dk3ubjBUE7VJWS5Gq09NGmHfjW1eTrpaeLkJRmqx3ES09q0/HlNVKqS8C2Jyx60qt9Wd6uE+z08704HI7edWXmZ3CcwbvfIulxxF8ICDQbMke1Y/2yw3eJoY9e/aUSus1CLktPfbvACoF6/MMhBYbZ0FkX54t7jJRTI+MzotjeiS8jAey7edmhspyb0tnb0tYejp9D5G09HD8FMckjD0h8i/a0/E4ZrHXWdCOBY44ziFLI2vcdOIkOe3Iyt4W9f3UeY88+FOsP+6YaCxlxROlr+0KR93GUhzbRIqmTGNPCESdoBdBuMW9rQelr7EqNRNJpCxRBtJ0TI/M7tem9lWxvThP+7WLb7X0KrBkWb3yJkcixdFR6NFaX9jHNX8KYLvzeVu4rS3Xf+PrAEyn37NnD/Y+0oBXWwMAuPOm63HuhvjYOPB6HlIC+354G3ZUzD7beW656SZIUYUUAk88sQ/NJiA3zgEAvnvrrdG93OvZAdDp8/OP3YBbbr4Je/b8ONfxk/D5lltuGannWcnPW9fWsGvumcQLM+v4u580Mr4Uou/77TxtN7bM17Bnzx40mk381nknAADOnD2An9x+I6SotVzfkwKvPFLguq/swfnnn49LTtmMh+65DXv2fh+nnHUO0Gzffp5cBymAvffcimeF48l9HilqkOH4PLDQxCWnnoqF5UZ4jZtx+rbzM7/Pj277DnbNxUqGm2+6EXtnxEi0Jz+P/ufbv/c9NOqxzqzT8fb9/61vXQ/A9Ln9Tz8NHELb89Fo4J6774b0D4MQAj/8wQ8g0Ho/Kwg9uvcRHFhuf71j8Bievu8x4KSN0f7vP9qMruEef+paAW/fffjh0wjnK3PNG2/4Do5/aet4On7DDHZUn8LXrvsK3nHBCV1/D7uWuvWWW7Bze/b45Of+PltG5Xk6fX74oQaO3r4VUgg8c+AAvv2Nr+JtL8zTf0wHuunGG3DSz5+PS07dgkfuuQ17Hrmr6/2l2IAGBPbe+12cHCR/rzNmmjhq/TQuOHEjvv+9W7Bnzw9x3nnnRe7Z13/j67jkwri/zj3dxNm7zyr093Gfp93xO7evxd4f3409ex7O3H/BSYfjB7ffij17fpDr/idvnsOxtz2OPc764ew1B3Hvrd/GsRdwfPbyeRBEs9nRCNMVpdSXAbxDa31j+HkHgI/DxPFsBfAlAMdrrTNvdO211zZ3/dwL8eK/+iouOWUz3vXzO/Cuz9+BB586hPdfvjPrFADAW/7xZmxbO4UrX3JytO3R/Qt46fu+jo++bhfe+env4bW7j8RX7n0UjWYTxx8+i4/fcD8+eMVO/NpVN+GvLz8TZ21fN9B3JySLG36yD2/+x5vx7Xecv2L+9K/5m+uxaa6K/6XOLOR6b7/6u6gFEu9++amZ+y//8Lfw/OM24K0vPC7a9qXvP4J3fvp7+Mhrd+GULfMdr39gcRnnvec6/P3rd+OkTXOFPDMZf776g0fxx9fciS+99QVdj713735c8ZFv45o3Pw8vfd/X8QcXn4xP3fozrJ+p4L9d+uzMc857z1fw9hedgK/e+ygOm6ni6MOm8d6v/hDX/fa5ieMu+J/X4Teedyxu+9mTeOrQMt7zmtNzf4fPfe9BvOuaO/FedQZ2H7W+Zf9VN94PfdMD+LOXn4Jf/tgN+OdfPQdHrZ/Off123PLAE/i1q27Ch67YidO3rR34eqSc/Kcv3Imq52HH5jn8ww334+O/0jHEOuLhpw/hZX/9DXziDWfjuA2zPd3zP372dnPvl52S+5zP3/4Q/ujzd+Dat70A87Wg+wlkYrn22mtxwQUX9LW4kv3eVCl1qVLqfgDnAPicUuoaANBa3wFAA7gDwDUA3tJO4IkeIuVHncdsmOVq5pr93Ww8WdmjaFIkK4V1q1nJAOJeXA3y0C1WISuJh/2Yy1UiSh/c5wOSiaSbe5pLlnuYG0+WhevWaeeK7MQ5zlzS46zZLfbNutbFMT29Xb/bfZnIYLJx43l66Qp5swRmn9u7W6Xfxr2NkCLp6N7WCa31JwF8ss2+dwN4d95rteSDl52LQgFxIgMXtyikLV4qhUC92WwVrPI+HOmIa6olhtUITizKF9i2X7caRFK0xhrY2+eZFOOYOk5oRTEJY08Im2y3O9nKsxwxPUI4wk/23BNlnJLomLK603Ol+75tv25JFPolvm8hlyMOZRp7Urg1evJ3BntkP2U6pNX89YBbVHilKVP7kWIZibV/OtAzT2rErIVlnKQg1pylB/ogiQwIyYPEyls0JIqdHNwA6cz9meMtv/Wml2MJsdh3eb5jk5Yege4LvTjTJzpaetwEIr0uArt5F6RTaxdVC44pqwkQpqxGXIA393kDeMXYtVcv0NJDVoO+LT1Fkq6NkCcVYKalx5n0EgKPaGa4txX5DSYXaktaWY2MLG5l9kGw7ddN0SAz0nf2Yr1h9rbimYSxZ4T7Hi09zmI/qyCgiydjgd/OGe1KJHjOcT19h0iZl9xu20+KpHtpUel57WU45IqnTGNPCAAidnPLSzyeer+nlACavZ3olmVYacrUfqRYRsLSk148GVeCzudkxSAkLT3hBAWYAZ/SclD7RVYKqzle2XuIQgdvV/c2tC7GeomPi+ML+n5EMoH0Eofg9jGR+NvdgmnHrBTZxXltOussN89u2HHaPqYnKZwVtehjymoCOGsf0du6J08dtnbYQr690C5lNSFFMhJCTxTL4wotXQaazFikuZoyO4FZrbsbqAqsjjZhEigiheC44da0Wbl7FOMGE6cY7TxJZVmWYrfU7vehpad4JmHs9RKH4PaxWJDpFqsmImuSPaddTI89rtexnY5Ztdj2s9alIooaJ++LQq9HYso09tzETr0s+Gyv6cu9rYsSLYvVjukhk8lIuLelfbFzubdluBm4PsxuUcRmM9b4RSb/Yr8CIRFZrpdFU3SyhG5Vr7MTGfRu6eECjPSCQP5FUCJuTNgkCN1ielz3tg4xPTIuDNqzpaeL8GGVdNa7obhEBhxrxOBae/IyiKJKCqDZ4yrLl2LFs54SMhJCT9qsnyeRQXZMT/zXtfQgFH6sy4M5hgOrCOgb20q3hVYRFJXIwI3p6fTIWdaryG2nB008DazFMQljrxfhPlmyIBaYOp1u5xEr8Jj4mtYTEi5wfaasTl/Wtp/rjQAUH9PDua54yjT2sjxd8hD3x/7u2WsFSE/KwpJ4dKNM7UeKZSSEntaU1dl+1S6ZdXpcS5GwuemtwBNOLKwXQlYYN/3sStGt/kivdLNOZWm4Y+tNvnvYMUhIbkR+zW/kHo1YWOqWVMTOFa47XFtLT3hsr0JJt1gdTyYtqUVbejjkJhsR/cub/N2QzqrbC1IINEVvYo/fxduAkCIYiZgeIHYzALoXSjTHty4shbNPCMePNSUA2WPI4NA3thXRw0KtX4qymkQxPbLz4ijrfr2OJTsGSTFMwtjrRYHgFuO07jzd+pyUybhPKQDfa50WPWce6VUoaefaGcf0xNc2z9TT5TvcN/mXFEeZxl5syewxkQGy+23ue/bh3lZU3+9GmdqPFMtIWHqApPuMqYXQ+XgvQ9NtJy2jNUtm8YkFn96004T0ympZeooU3PMoGQaJ6bHHUdlAesHUvOrdfVIgFmY6aY+N5cYIGpGlJ8u9zYnnkY3e+nAUq9PmNC/1nEVpu3vJrkjGF2kl/x4VZSLqt733H0+IXjNWd40rJaQIRsrSEyUykAK+6Pxo7VLsJrV21qXNjnknkQEHVyHQN7aVXjVq/WBcYga/h20/P8Nd1CVr8RhppnNr4plApEgmYuz1aOlxlVqx0qtTv26dM9oVJ+3k/tbtuYBWN6E4psd9juLeHXYG5ZgrnjKNvWgc9Fynx/bb/u7ZT/a21RLQy9R+pFhGxtLjaoGl6D7QjDtOm8lJJl3aXHcHGR1X7PMTYumWJreQe6BYVwAz9tr7YEvZumjrVZNMSw/pFZtgIP+x5v/RO7/LWIysN9ZLAO2Kk5r+7wmg0WMfzpO9TVqLU5HWWxm7+5HJxfWA6SWqR3Tpt53wpECzx0wG3WrFEVIEI2TpiTVoeVNWZ5lCXf/VRICq1XIITgRFQt/YVopevGRhFmiD38O2XzctW9aYjLO35buXG7dHBmcSxp5AL/0r7sOuZrtjv5ZuvKdom0THLsj6sfS0qw2XjOnp79p57suprnjKNPbcsdBLXxhE6OlH8Wdielans5ap/UixjJClx2jTAMCXsqtvp+/JTE23ddOJ6yrYrFHJgci1F1kppCx28ZKFEMVOEF2zJQoBv8W9Ldttp+01Qk05IXnJKorbDrfUgVV8mZig9uf40vRrmzlKCgE/o5PaOamfcR25VLd7bingSQmvjcDVL9GitbArkjIiwwQBvVra49pVvd/T7yOmJ/Bkof2fkCxGRuhxA7NffupmLNY720Yv37ktcwB/8IqzMFv18fYXnYAt8zV8+e69EKIJWMHHuR8ZHPrGtrJlvob/9qpnr+g9ikqWYNvv0tO3otnBH+Ft5x6HDTPV1DPEz5KHv75sJ+ZqQV/PSVqZhLF30sY5/OHFz8p17FTFw4d+aSeA2L0NQnS0iF550ck4ct0Ujlg7BV8KTAUejj5suuW4//cCM5+csHGu4zjJop2lx7bfWdvXYtvaKcxWfXzwirN6unae+9LUUzxlGnu/eMZWCCEwW/WwZU0t93lSCHzs9bv7Wiv9whmd55MsNsxU8J5Xn9HzvfqhTO1HimVkhB43kcHa6UrX4zfMVjO3n7BxFgBw9PqZ6LpusTpWhicrjRAi6ocrRS+xDnk4bKbzmNu+rnUh2K7oYjtW+jch44cnBY4/PH+/OXHjHIB0YoD2xx+7wcwThzvzyZEZfd3OJ1Xfy/0slm5zTi3wcNR6c88ix4i9G5Xnk427VrL9OC92PPVKt/kki9WYNwkZGct3u1ShRVw38mUVTi0ETgSFQN/Y4VBUyupB2s+OIaYZHQ4ce50QxrUNw1dwReOkTUzPyt03jm8ixcKxV27YfpPLyAg9rqWn6Ou6WXzi4E5OBaS8eD0Gpa4EDJQmo4q19BQd+9bfs8RxRqt7X/OXcx0hhBhGSOhZmXS2Asan22QwibVeDKguBvrGDoeiLKNFtB8tPcOBY689bsmCYVv128W+rXT7WWFv2JaucYRjr9yw/SaXERJ64uxtRRKlIg21foKWHjIGdItVWJ1n4FgiI4qIXduG3T97rWdV9H05PAkhxDAyQo+pUVD840hhZj8RTYJ2e+G3mkjoGzsciqrpMUj7MT5uuHDstce6MgsMf5KLxknqQVa6/bqlyib9w7FXbth+k8uw54OIfvPBd8O6N0Rav2g7pwJSXmzMwnCfQSQyIhIyKrjKrmG7d0Upq1fb0gNaYgkhxGWEhJ6VKehoXdviSXA4QaXjCn1jh4OJ6Rn8OoO0nxT5C5OS4uHYa49VctnYnqE+S6pcgmWl24+W2JWDY6/csP0ml5ERegRWRhMWvfCjicdu50xAyssoWHpsRkRCRg3hWPWH/a6XQ8ogx5TVhBCSZGSEnpWaGIRj6XEzxFHmKQb6xg4HWZDAMWidnmEvKCcZjr32xMVJR8PSk6XQW/k6Pfb+HKNFw7FXbth+k8voCD1yZYqTRnV6kBR0mGaXlJmVSvHeC0UVSCWkaKylp53AsZp4QrQkMVgNrBKRQ5QQQgyjI/SIlSlO6k5+bvY2ar+Kgb6xw6EoK8vAMT0cRkODY6899l1vC1MP9VmEiJIKuKx4TE/4l4qJ4uHYKzdsv8llZISeolLwppGIazUYAYiJDEj5GQUryyhYmwjJwn3fD/tdP6yEH25cEyGEkBESeqxwUjRRVW4kXdyGrf0bF+gbOxyKsrIM2n7DXlBOMhx77bFWnlFI+CHbZFpcjfYrKvaPJOHYKzdsv8llZIQeIQT8FUxkYDV/nATIOCCGlBHKZVhZqQjphnTe+8PuomKIqd1HoU4RIYSMCv6wH8AyW/UxU/VW5LoLXj22+Ehgw0y18PtMKvSNHQ6zVR8zlcHHyyDtVwsk1tSCgZ+B9AfHXntmqx6mKx5mKh5mqsOd5mq+h7VTreNkNdrvsJnKiriNTzoce+WG7Te5iGazOdQHuPbaa5sXXHABGs3mimik7Pf717sext988z7oN56zYvciZLWw/XrYrjscS2QUsf1y0scJxychZNy49tprccEFF/T1YhsZ97aVejEnExjYJAacBIqCvrHDwfbrQRk8podjaVhw7LUnrsdWzDgZlKxxsloxPaR4OPbKDdtvchkZoWelsUGthBBCCCGEkMmib2dnpdQvAngXgJMB7NZa3xRuPxrAnQDuCg/9ptb6LYM95uAwfefKQN/YcsP2Ky9su3LD9isvbLtyw/abXAaJ8LwNwKUA3p+x716t9ZkDXLtwJIbv100IIYQQQghZffp2b9Na36W1vrvIh1lRRFyjhxQHfWPLDduvvLDtyg3br7yw7coN229yWalcnscopW4G8CSA/6i1/toK3Sc3ku5thBBCCCGETCQdhR6l1BcBbM7YdaXW+jNtTvsZgO1a631KqZ0APqWUOkVr/fSAzzoQLNK2MtA3ttyw/coL267csP3KC9uu3LD9JpeOQo/W+sJeL6i1XgSwGP7/JqXUDwCcAOCmdufs2bMn6oTW7Fj0Z7ntVECs3PX5mZ/5mZ/5mZ/5mZ/5mZ/5eeU+D8LAxUmVUl8G8A6t9Y3h5w0A9mmt60qpYwFcB+BUrfUTWefb4qQrzdd+8Cg+9M378JHX7lrxe00Se/bsiTokKR9sv/LCtis3bL/ywrYrN2y/cjOU4qRKqUuVUvcDOAfA55RS14S7zgVwaxjT808AfqOdwLOaCAHG9BBCCCGEEDKBDGzpGZTVsvR840eP4UNf/xH+lpYeQgghhBBCSsdQLD1lQ4B1egghhBBCCJlEJkbokUKwTs8KUERgGRkebL/ywrYrN2y/8sK2Kzdsv8llYoQeAJAUegghhBBCCJk4JkboMQIPpZ6iYQaUcsP2Ky9su3LD9isvbLtyw/abXCZG6NkyX8OZ29cO+zEIIYQQQgghq8zECD3b1k3jzc8/dtiPMXbQN7bcsP3KC9uu3LD9ygvbrtyw/SaXiRF6CCGEEEIIIZPJxNTpIYQQQgghhJQX1ukhhBBCCCGEkDZQ6CEDQd/YcsP2Ky9su3LD9isvbLtyw/abXCj0EEIIIYQQQsYaxvQQQgghhBBCRh7G9BBCCCGEEEJIGyj0kIGgb2y5YfuVF7ZduWH7lRe2Xblh+00uFHoIIYQQQgghYw1jegghhBBCCCEjD2N6CCGEEEIIIaQNFHrIQNA3ttyw/coL267csP3KC9uu3LD9JhcKPYQQQgghhJCxhjE9hBBCCCGEkJGHMT2EEEIIIYQQ0gYKPWQg6Btbbth+5YVtV27YfuWFbVdu2H6TC4UeQgghhBBCyFjDmB5CCCGEEELIyMOYHkIIIYQQQghpA4UeMhD0jS03bL/ywrYrN2y/8sK2Kzdsv8mFQg8hhBBCCCFkrGFMDyGEEEIIIWTkYUwPIYQQQgghhLSBQg8ZCPrGlhu2X3lh25Ubtl95YduVG7bf5EKhhxBCCCGEEDLWMKaHEEIIIYQQMvIwpocQQgghhBBC2tC30KOU+gul1J1KqVuVUlcrpdY4+96plLpHKXWXUuqiYh6VjCL0jS03bL/ywrYrN2y/8sK2Kzdsv8llEEvPvwI4RWt9OoC7AbwTAJRSOwBcBmAHgIsBvFcpRYsSIYQQQgghZCj4/Z6otf6i8/FbAF4d/v+VAK7SWi8BuE8pdS+AswFc3/dTkpHlvPPOG/YjkAFg+5UXtl25YfuVF7ZduWH7TS5FWWDeCODz4f+PAPCAs+8BAFsLug8hhBBCCCGE9ERHS49S6osANmfsulJr/ZnwmN8HsKi1/niHSw03RRxZMfbs2UOtSYlh+5UXtl25YfuVF7ZduWH7TS4dhR6t9YWd9iulfgXAzwNwc07/FMB25/O2cFtbrr322o4PSUYbtl+5YfuVF7ZduWH7lRe2Xblh+00mfdfpUUpdDOC/AzhXa/2os30HgI/DxPFsBfAlAMdrrWntIYQQQgghhKw6gwg99wCoAHg83PRNrfVbwn1XwsT5LAP4La31Fwp4VkIIIYQQQgjpmb6FHkIIIYQQQggpA6yfQwghhBBCCBlrKPQQQgghhBBCxpq+i5MWQZgM4S8BeAA+pLX+82E+D0milPpbAJcAeERrfVq4bT2AfwRwFDsFbZUAAAhBSURBVID7ACit9RPhvnfCxHLVAfx7rfW/DuO5iUEptR3ARwFshEkb/wGt9f9gG44+SqkagK8AqMLETv5vrfU72XblQinlAbgBwANa65ez/cqDUuo+AE/BtMeS1vpstl85UEqtBfAhAKfAzH1vAHAP2HYjj1LqJACfcDYdC+APAPw9Cmi/oVl6wsngrwBcDGAHgCuUUs8a1vOQTD4M0z4uvwfgi1rrEwFcG362Wfsug2nLiwG8VylFS+JwWQLwH7TWpwA4B8BvhmOMbTjiaK0PAThfa30GgGcDOF8p9Xyw7crGbwG4A3GtOrZfeWgCOE9rfabW+uxwG9uvHLwHwOe11s+CeX/eBbZdKdBafz8cc2cCOAvAMwA+iYLab5gNezaAe7XW92mtl2Aku1cO8XlICq31VwHsS21+BYC/C///dwBeFf7/lQCu0lovaa3vA3AvTBuTIaG1fkhrfUv4//0A7oRJI882LAFa62fC/1ZgrOH7wLYrDUqpbTB17D4EQISb2X7lQqQ+s/1GHKXUGgAv0Fr/LQBorZe11k+CbVdGXgwjJ9yPgtpvmO5tWwHc73x+AMBzhvQsJD+btNYPh/9/GMCm8P9HALjeOe4BmDYmI4BS6mgAZwL4FtiGpSDUVt0E4DgA79Na366UYtuVh/8fwO8AmHe2sf3KQxPAl5RSdQDv11p/EGy/MnAMgL1KqQ8DOB3AjQB+G2y7MnI5gKvC/xfSfsO09DBXdskJC852ake28QiglJoF8C8wNbOedvexDUcXrXUjdG/bBuCFSqnzU/vZdiOKUuplMLGQN6PVWgCA7VcCnhe62LwUxjX4Be5Ott/I4gPYCeC9WuudAA4gdIWysO1GH6VUBcDLAfxTet8g7TdMoeenALY7n7fDSGhktHlYKbUZAJRSWwA8Em5Pt+e2cBsZIkqpAEbg+ZjW+lPhZrZhiQhdMz4H49/MtisHPwfgFUqpH8FoKl+klPoY2H6lQWv9YPh3L0xMwdlg+5WBB2ASh3wn/PzPMELQQ2y7UvFSADeG4w8oaOwNU+i5AcAJSqmjQ4nuMgCfHuLzkHx8GsAvh///ZQCfcrZfrpSqKKWOAXACgG8P4flIiFJKAPgbAHdorf/S2cU2HHGUUhvCDERQSk0BuBDAzWDblQKt9ZVa6+1a62NgXDT+TWv9OrD9SoFSalopNRf+fwbARQBuA9tv5NFaPwTgfqXUieGmFwO4HcBnwLYrE1cgdm0DChp7QxN6tNbLAN4K4Asw2W3+UWt957Ceh7SilLoKwDcAnKSUul8p9QYA/wXAhUqpuwG8KPwMrfUdADRMW14D4C2hCZIMj+cBeC1M5q+bw38Xg21YBrYA+Del1C0wcVif0VpfC7ZdWbFtwfYrB5sAfNUZf58N0+Cy/crB2wD8g1LqVpjsbX8Gtl1pCBUNLwZwtbO5kPYTzSbblhBCCCGEEDK+MBc5IYQQQgghZKyh0EMIIYQQQggZayj0EEIIIYQQQsYaCj2EEEIIIYSQsYZCDyGEEEIIIWSsodBDCCGEEEIIGWso9BBCCCkNSqmPKKX+dNjPQQghpFz4w34AQgghpAeaiIt99o1S6qcAjoUp4vubWutXD3pNQgghowstPYQQQsqGGORkpdR2AHu11gsAzgJwYyFPRQghZGShpYcQQkgulFK/C+BtAOYB/AzAW7TW/6aUOhvAewCcDOAggH8B8Hat9VJ4XgPAbwJ4O4BNAP4SwN8B+HsAzwLwfwC8Tmu9pJQ6L9z+v8Lj9wP4fa31x9s808sA/CcARwG4A8CbtNa3dfkquwDc5Pz/Iz39EIQQQkoHLT2EEEK6opQ6CUZw2aW1ngdwEYD7wt3LAH4LwGEAngvgAgBvSV3iIgBnAjgHwO8C+CCAKwAcCeC08P+WTeG1jgDwywA+oJQ6IeOZzgTwNwB+DcB6AO8H8GmlVKXNd/hDpdQ+AB83H9U+AK8GcJVS6nGl1EAWJEIIIaMLLT2EEELyUAdQBXCKUuoxrfVP7A6t9U3OcT9WSn0AwLkw1h/Lf9Va7wdwh1LqNgDXaK3vAwCl1DUwAtFHneP/ILQUXaeU+hyAy2AsOkAc0/PrAN6vtf5O+PmjSqkrYQSr69JfQGv9J0qpdwP4LoDzABwP4Eqt9ct6+ykIIYSUDQo9hBBCuqK1vlcp9dsA3gUj+HwBxoXtQaXUiQD+P5j4mGmYueWG1CUedv5/MPX5EIx1x7JPa33Q+fxjAFsyHusoAK9XSr3N2RZkHauUOgPAlwF4AGoAvg9gCsByaPF5o9b6k1nfnRBCSPmh0EMIISQXWuurYFzB5mBcyf4cwOsBvA8mGcBlWusDoXDUSza0dDa2dUqpaa31M+Hno2CsM2l+AuDPtNbvzvHst4TX/d3w858rpW4C8Bqt9Q97eFZCCCElhEIPIYSQroTWnG0Avg5gAcY6Y2NgZgE8DeAZpdTJAN4M4JEulxRt/m/5Y8dV7RIAf+Aca4//IIBPKqW+BOA7MFam8wB8JXSly2IXTIxQBcARFHgIIWQyYCIDQggheagC+M8A9gJ4EMAGAO8M970DwC8BeArABwB8AknrTVZdnfR+9/NDAPbBZIj7GIDf0FrfnT5Wa30jTBKDvwLwOIB7YCxPndgJk7ntNADdsrwRQggZE0SzOXCNN0IIIaQQwpTVH9Nabx/2sxBCCBkfaOkhhBBCCCGEjDUUegghhIwadEEghBBSKHRvI4QQQgghhIw1tPQQQgghhBBCxhoKPYQQQgghhJCxhkIPIYQQQgghZKyh0EMIIYQQQggZayj0EEIIIYQQQsYaCj2EEEIIIYSQseb/AqAdPMYyA4oAAAAAAElFTkSuQmCC",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10dec9050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(14, 6))\n",
    "plot(vf[100:800], label='$v_f$')\n",
    "plot(v1[100:800], label='$v_1$')\n",
    "plot(u[:, 100:800].T, 'r', label='$u$')\n",
    "xlabel('sample #'); legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusions\n",
    "\n",
    "This notebook showed how it is possible, in the case of a Noise Shaping Multi-stage (MASH) cascade, to: \n",
    "* calculate the signal and noise transfer functions, \n",
    "* simulate the topology,\n",
    "* filter and combine the outputs and\n",
    "* evaluate the SNR improvement,\n",
    "\n",
    "with `python-deltasigma`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/json": {
       "Software versions": [
        {
         "module": "Python",
         "version": "2.7.10 64bit [GCC 4.2.1 (Apple Inc. build 5577)]"
        },
        {
         "module": "IPython",
         "version": "3.2.1"
        },
        {
         "module": "OS",
         "version": "Darwin 14.4.0 x86_64 i386 64bit"
        },
        {
         "module": "numpy",
         "version": "1.9.2"
        },
        {
         "module": "scipy",
         "version": "0.16.0"
        },
        {
         "module": "matplotlib",
         "version": "1.4.3"
        },
        {
         "module": "deltasigma",
         "version": "0.2.2"
        }
       ]
      },
      "text/html": [
       "<table><tr><th>Software</th><th>Version</th></tr><tr><td>Python</td><td>2.7.10 64bit [GCC 4.2.1 (Apple Inc. build 5577)]</td></tr><tr><td>IPython</td><td>3.2.1</td></tr><tr><td>OS</td><td>Darwin 14.4.0 x86_64 i386 64bit</td></tr><tr><td>numpy</td><td>1.9.2</td></tr><tr><td>scipy</td><td>0.16.0</td></tr><tr><td>matplotlib</td><td>1.4.3</td></tr><tr><td>deltasigma</td><td>0.2.2</td></tr><tr><td colspan='2'>Fri Aug 07 15:49:53 2015 CEST</td></tr></table>"
      ],
      "text/latex": [
       "\\begin{tabular}{|l|l|}\\hline\n",
       "{\\bf Software} & {\\bf Version} \\\\ \\hline\\hline\n",
       "Python & 2.7.10 64bit [GCC 4.2.1 (Apple Inc. build 5577)] \\\\ \\hline\n",
       "IPython & 3.2.1 \\\\ \\hline\n",
       "OS & Darwin 14.4.0 x86\\_64 i386 64bit \\\\ \\hline\n",
       "numpy & 1.9.2 \\\\ \\hline\n",
       "scipy & 0.16.0 \\\\ \\hline\n",
       "matplotlib & 1.4.3 \\\\ \\hline\n",
       "deltasigma & 0.2.2 \\\\ \\hline\n",
       "\\hline \\multicolumn{2}{|l|}{Fri Aug 07 15:49:53 2015 CEST} \\\\ \\hline\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "Software versions\n",
       "Python 2.7.10 64bit [GCC 4.2.1 (Apple Inc. build 5577)]\n",
       "IPython 3.2.1\n",
       "OS Darwin 14.4.0 x86_64 i386 64bit\n",
       "numpy 1.9.2\n",
       "scipy 0.16.0\n",
       "matplotlib 1.4.3\n",
       "deltasigma 0.2.2\n",
       "Fri Aug 07 15:49:53 2015 CEST"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#%install_ext http://raw.github.com/jrjohansson/version_information/master/version_information.py\n",
    "%load_ext version_information\n",
    "%reload_ext version_information\n",
    "\n",
    "%version_information numpy, scipy, matplotlib, deltasigma"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  }
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